vulkan-benchmarks

AMD Ryzen 9 7950X 16-Core testing with a ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS) and NVIDIA GeForce RTX 4090 24GB on Ubuntu 23.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2308069-PTS-VULKANBE16
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NVIDIA GPU Compute 4 Tests
Vulkan Compute 4 Tests

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Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
a
August 01 2023
  3 Hours, 11 Minutes
b
August 01 2023
  1 Hour, 30 Minutes
c
August 01 2023
  1 Hour, 32 Minutes
d
August 01 2023
  3 Hours, 45 Minutes
e
August 01 2023
  3 Hours, 16 Minutes
f
August 02 2023
  1 Hour, 53 Minutes
g
August 02 2023
  2 Hours, 9 Minutes
h
August 02 2023
  47 Minutes
i
August 02 2023
  1 Hour, 50 Minutes
4080
August 02 2023
  2 Hours, 4 Minutes
4080 rep
August 02 2023
  2 Hours, 7 Minutes
4080 xxx
August 02 2023
  2 Hours, 8 Minutes
4080 zzz
August 02 2023
  2 Hours, 9 Minutes
3090
August 03 2023
  2 Hours, 44 Minutes
3090 rep
August 03 2023
  2 Hours, 54 Minutes
3070
August 03 2023
  4 Hours, 56 Minutes
RTX 3070 Ti
August 04 2023
  1 Day, 7 Hours, 27 Minutes
4090
August 06 2023
  2 Hours, 52 Minutes
4090 rep
August 06 2023
  2 Hours, 54 Minutes
nv 4090
August 06 2023
  2 Hours, 52 Minutes
Invert Hiding All Results Option
  3 Hours, 57 Minutes

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a

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

b

c

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: AMD Radeon RX 6700 XT (2855/1000MHz), Audio: AMD Navi 21/23, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 23.3~git2307260600.87109c~oibaf~l (git-87109c3 2023-07-26 lunar-oibaf-ppa) (LLVM 15.0.7 DRM 3.52), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

d

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 95.07.31.00.e3
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

e

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: MSI NVIDIA GeForce RTX 4060 8GB, Audio: NVIDIA Device 22be, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

f

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

g

h

Changed Graphics to eVGA NVIDIA GeForce RTX 3060 12GB.

i

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3060 Ti 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 2560x1440

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2c
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

4080

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

4080 rep

4080 xxx

4080 zzz

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 4080 16GB, Audio: NVIDIA Device 22bb, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

3090

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 94.02.27.00.02
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

3090 rep

Changed Graphics to NVIDIA GeForce RTX 3090 24GB.

3070

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3070 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 2560x1440

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2b
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

RTX 3070 Ti

Changed Graphics to NVIDIA GeForce RTX 3070 Ti 8GB.

Graphics Change: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.5b.00.02

4090

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

4090 rep

nv 4090

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 4090 24GB, Audio: NVIDIA AD102 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

vulkan-benchmarks ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionDisplay Driverabcdefghi40804080 rep4080 xxx4080 zzz30903090 rep3070RTX 3070 Ti40904090 repnv 4090AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads)ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS)AMD Device 14d832GBWestern Digital WD_BLACK SN850X 1000GB + 4001GBAMD Radeon RX 6700 XT (2855/1000MHz)AMD Navi 21/23ASUS MG28UIntel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411Ubuntu 23.046.4.6-060406-generic (x86_64)GNOME Shell 44.2X Server 1.21.1.7 + Wayland4.6 Mesa 23.3~git2307260600.87109c~oibaf~l (git-87109c3 2023-07-26 lunar-oibaf-ppa) (LLVM 15.0.7 DRM 3.52)GCC 12.2.0ext43840x2160MSI NVIDIA GeForce RTX 4060 8GBNVIDIA Device 22beX Server 1.21.1.7NVIDIA 535.86.054.6.0eVGA NVIDIA GeForce RTX 3060 12GBNVIDIA GA106 HD AudioNVIDIA GeForce RTX 3060 Ti 8GBNVIDIA GA104 HD Audio2560x1440NVIDIA GeForce RTX 4080 16GBNVIDIA Device 22bb3840x2160NVIDIA GeForce RTX 3090 24GBNVIDIA GA102 HD AudioNVIDIA GeForce RTX 3070 8GBNVIDIA GA104 HD Audio2560x1440NVIDIA GeForce RTX 3070 Ti 8GBNVIDIA GeForce RTX 4090 24GBNVIDIA AD102 HD Audio3840x2160OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v Processor Details- a: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203- b: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203- c: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203- d: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- e: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- f: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- g: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- h: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- i: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4080: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4080 rep: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4080 xxx: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4080 zzz: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 3090: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 3090 rep: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 3070: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- RTX 3070 Ti: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4090: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- 4090 rep: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203- nv 4090: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203Graphics Details- a: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101- b: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101- c: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101- d: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 95.07.31.00.e3- e: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 95.07.31.00.e3- f: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46- g: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46- h: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46- i: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2c- 4080: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04- 4080 rep: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04- 4080 xxx: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04- 4080 zzz: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04- 3090: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 94.02.27.00.02- 3090 rep: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 94.02.27.00.02- 3070: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2b- RTX 3070 Ti: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.5b.00.02- 4090: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01- 4090 rep: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01- nv 4090: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

vulkan-benchmarks vkpeak: fp32-scalarvkpeak: fp32-vec4vkpeak: fp16-scalarvkpeak: fp16-vec4vkpeak: fp64-scalarvkpeak: fp64-vec4vkpeak: int32-scalarvkpeak: int32-vec4vkpeak: int16-scalarvkpeak: int16-vec4vkfft: FFT + iFFT R2C / C2Rvkfft: FFT + iFFT C2C 1D batched in half precisionvkfft: FFT + iFFT C2C Bluestein in single precisionvkfft: FFT + iFFT C2C 1D batched in double precisionvkfft: FFT + iFFT C2C 1D batched in single precisionvkfft: FFT + iFFT C2C multidimensional in single precisionvkfft: FFT + iFFT C2C Bluestein benchmark in double precisionvkfft: FFT + iFFT C2C 1D batched in single precision, no reshufflingvkresample: 2x - Singlencnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: CPU - vision_transformerncnn: CPU - FastestDetncnn: CPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetncnn: CPU-v3-v3-v3 - mobilenetncnn: CPU-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: CPU-v3-v3-v3 - shufflenet-v2ncnn: CPU-v3-v3-v3 - mnasnetncnn: CPU-v3-v3-v3 - efficientnet-b0ncnn: CPU-v3-v3-v3 - blazefacencnn: CPU-v3-v3-v3 - googlenetncnn: CPU-v3-v3-v3 - vgg16ncnn: CPU-v3-v3-v3 - resnet18ncnn: CPU-v3-v3-v3 - alexnetncnn: CPU-v3-v3-v3 - resnet50ncnn: CPU-v3-v3-v3 - yolov4-tinyncnn: CPU-v3-v3-v3 - squeezenet_ssdncnn: CPU-v3-v3-v3 - regnety_400mncnn: CPU-v3-v3-v3 - vision_transformerncnn: CPU-v3-v3-v3 - FastestDetncnn: Vulkan GPU-v3-v3-v3 - mobilenetncnn: Vulkan GPU-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: Vulkan GPU-v3-v3-v3 - shufflenet-v2ncnn: Vulkan GPU-v3-v3-v3 - mnasnetncnn: Vulkan GPU-v3-v3-v3 - efficientnet-b0ncnn: Vulkan GPU-v3-v3-v3 - blazefacencnn: Vulkan GPU-v3-v3-v3 - googlenetncnn: Vulkan GPU-v3-v3-v3 - vgg16ncnn: Vulkan GPU-v3-v3-v3 - resnet18ncnn: Vulkan GPU-v3-v3-v3 - alexnetncnn: Vulkan GPU-v3-v3-v3 - resnet50ncnn: Vulkan GPU-v3-v3-v3 - yolov4-tinyncnn: Vulkan GPU-v3-v3-v3 - squeezenet_ssdncnn: Vulkan GPU-v3-v3-v3 - regnety_400mncnn: Vulkan GPU-v3-v3-v3 - vision_transformerncnn: Vulkan GPU-v3-v3-v3 - FastestDetvkresample: 2x - Doublencnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - mobilenetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - shufflenet-v2ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - mnasnetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - efficientnet-b0ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - blazefacencnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - googlenetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - vgg16ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - resnet18ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - alexnetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - resnet50ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - yolov4-tinyncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - squeezenet_ssdncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - regnety_400mncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - vision_transformerncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3 - FastestDetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazefacencnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnetncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50ncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tinyncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssdncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400mncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformerncnn: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDetncnn: CPU-v3-v3-v3-v3-v3-v3 - mobilenetncnn: CPU-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: CPU-v3-v3-v3-v3-v3-v3 - shufflenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3 - mnasnetncnn: CPU-v3-v3-v3-v3-v3-v3 - efficientnet-b0ncnn: CPU-v3-v3-v3-v3-v3-v3 - blazefacencnn: CPU-v3-v3-v3-v3-v3-v3 - googlenetncnn: CPU-v3-v3-v3-v3-v3-v3 - vgg16ncnn: CPU-v3-v3-v3-v3-v3-v3 - resnet18ncnn: CPU-v3-v3-v3-v3-v3-v3 - alexnetncnn: CPU-v3-v3-v3-v3-v3-v3 - resnet50ncnn: CPU-v3-v3-v3-v3-v3-v3 - yolov4-tinyncnn: CPU-v3-v3-v3-v3-v3-v3 - squeezenet_ssdncnn: CPU-v3-v3-v3-v3-v3-v3 - regnety_400mncnn: CPU-v3-v3-v3-v3-v3-v3 - vision_transformerncnn: CPU-v3-v3-v3-v3-v3-v3 - FastestDetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazefacencnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tinyncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssdncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400mncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformerncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazefacencnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnetncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50ncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tinyncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssdncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400mncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformerncnn: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDetabcdefghi40804080 rep4080 xxx4080 zzz30903090 rep3070RTX 3070 Ti40904090 repnv 409013190.0912730.0813154.1523232.42841.40841.802272.622658.7313102.7523123.7742105915971134020816478873300147175050411.6868.053.163.342.973.901.387.9423.755.294.4110.2012.907.078.1832.493.623.188.053.173.173.352.983.861.387.9023.515.284.3110.0112.847.098.1631.884.112807.0612808.5913145.1923390.44839.2836.552269.252640.0813070.8123396.5942163918121127320822479483275146955064311.697.973.163.342.973.851.387.8223.495.24.3210.0112.747.068.1831.954.058.043.143.332.953.821.377.8523.565.234.331012.877.078.2131.854.078.013.153.163.332.973.821.377.8423.55.214.2910.0112.987.038.0531.654.0783.153.163.332.963.851.377.9723.425.424.429.8712.777.148.2731.714.0612860.5612822.0113136.7923387.26839.01836.162269.062638.6913063.8623385.4443021917441131120847479713281246705059611.6888.023.183.352.993.881.397.9323.455.244.3110.1112.817.18.2731.774.113.178.033.133.23.322.963.831.377.823.545.214.331012.817.06831.794.0983.143.163.342.973.891.387.8823.995.264.2810.3312.897.048.1431.784.087.953.153.173.332.963.821.367.8323.545.234.310.0312.867.077.9831.663.698531.9611251.178412.3316864.47267.43267.748520.028465.825676.027352.8535399851811071912143426453632823464336532.8558.103.173.352.983.851.387.8523.515.234.3010.0012.957.098.2332.434.083.178.023.163.173.352.973.871.387.8523.565.234.3110.1012.857.088.1732.124.11500.0148515.5811231.728397.8016865.29267.41267.258505.208465.715675.997336.2535304851911056012168426513709023434336532.8508.043.143.183.332.963.841.387.8523.605.224.3110.1012.877.058.1031.934.08500.0166837.949006.576812.5213440.97214.17214.236827.926800.174480.595959.7526593104146757110561564762623818145711026.7388.453.153.552.973.871.377.9224.195.694.3611.0513.327.238.0833.564.228.273.133.143.42.973.861.388.1524.555.484.6410.2613.177.088.3432.924.248.563.163.153.43.124.041.438.0724.456.134.8311.0513.076.978.3433.473.858.653.163.153.332.963.851.377.9424.125.34.3510.2514.347.098.533.364.2500.016812.999002.596811.3513438.47213.96213.956824.296794.924479.225956.3826638104171757410548564552654118185709426.76922.743.163.5933.911.387.9823.785.554.3210.7217.237.138.332.732.573.148.173.183.352.983.861.418.9624.26.224.8710.3413.647.18.3632.424.078.983.153.163.383.054.141.379.1524.925.484.7111.2513.087.268.0733.393.978.23.173.153.352.984.631.388.3524.715.54.8610.4313.357.317.9932.683.97500.0118.53.173.163.342.973.841.387.9624.045.284.3510.3313.147.148.3833.323.926810.739036.176838.3213490.24213.37210.966800.66772.984495.985978.382652410429876221057256431337271322701006114780697383468624177116320.938.373.525.032.744.051.410.330.965.65.312.0914.658.969.9437.82.663.2610.43.294.873.493.25.881.48.7527.835.826.5312.9615.167.469.8836.425.1410.083.33.293.523.394.681.2810.1729.125.865.0114.0515.118.168.2136.555.699.053.283.263.362.994.211.2510.1929.075.854.9911.1515.438.337.9938.334.43500.00610.023.293.263.433.074.191.4110.4727.435.885.113.113.777.218.4638.013.8366473211076171213497410455665869557910621013.1368.733.283.413.053.991.48.4225.375.694.7511.1613.857.738.2435.074.423.248.443.263.433.074.011.418.42255.674.6210.8113.797.588.3935.564.28.433.313.283.463.084.021.448.4525.15.74.6611.1113.817.648.3334.24.28.433.293.273.443.094.051.428.4925.045.654.6910.9513.797.668.4534.134.2288.2018.843.283.463.064.061.438.425.485.614.6111.413.867.668.6134.914.288.433.293.263.483.14.041.448.7925.675.924.9811.4813.937.718.6735.64.1968279211058172873503810449170068558310620513.1368.413.283.433.064.091.428.5226.115.684.6711.7614.037.868.6735.284.343.268.573.293.443.084.051.418.425.045.614.6510.8413.677.648.5635.074.218.483.273.433.094.021.428.5224.915.634.6510.7913.557.598.5734.274.188.463.33.273.443.074.041.458.5825.045.694.6910.8413.687.638.4434.294.09288.1668.43.273.243.393.033.981.418.4925.055.614.7210.813.557.558.2434.14.148.383.273.313.443.064.011.428.4225.565.674.6411.0713.737.628.3533.934.178.453.33.283.473.094.071.438.5225.015.644.6810.8613.717.678.7234.224.269068210713173433507110452867887558710609913.1378.373.283.453.064.041.428.3825.035.564.6810.8213.67.628.4534.274.173.278.373.263.53.074.041.428.4225.015.624.6810.9413.657.628.5634.194.28.443.33.313.473.074.061.428.5255.664.6510.9113.697.648.7534.374.198.883.43.333.513.134.221.428.9926.085.895.2111.513.957.78.5835.44.31288.0398.463.273.263.433.054.021.428.4325.45.674.6710.9113.627.678.5234.234.178.313.143.053.342.983.971.318.2625.335.654.7111.2213.527.278.2533.93.758.343.23.083.434.011.328.3225.445.784.6911.2613.637.278.3834.143.867689210991171853505810454370040558410592613.1268.383.253.423.043.991.48.425.45.634.6911.113.637.558.3734.14.163.248.473.293.283.463.064.041.428.4125.825.594.6811.0713.87.638.5834.324.798.43.283.273.433.064.031.418.5525.455.714.6711.2113.837.358.4734.474.048.383.233.23.373.013.951.398.3725.265.594.6511.0913.627.518.134.054.12288.0288.463.283.243.433.084.011.428.4225.165.64.6810.9113.617.628.4934.14.29.193.283.263.443.084.051.418.5526.095.744.712.515.268.068.3735.364.618.253.163.063.362.963.951.318.2925.265.774.6611.113.427.258.3434.473.8221269.7227797.820845.0941149.1653.1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vkpeak

Vkpeak is a Vulkan compute benchmark inspired by OpenCL's clpeak. Vkpeak provides Vulkan compute performance measurements for FP16 / FP32 / FP64 / INT16 / INT32 scalar and vec4 performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalar3090 rep3090hgfedcba5K10K15K20K25KSE +/- 0.30, N = 3SE +/- 16.18, N = 3SE +/- 4.18, N = 320925.3021269.726810.736812.996837.948515.588531.9612860.5612807.0613190.09
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalar3090 rep3090hgfedcba4K8K12K16K20KMin: 8515.03 / Avg: 8515.58 / Max: 8516.06Min: 8515.52 / Avg: 8531.96 / Max: 8564.32Min: 13182.88 / Avg: 13190.09 / Max: 13197.36

fp32-scalar

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OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec43090 rep3090hgfedcba6K12K18K24K30KSE +/- 2.57, N = 3SE +/- 19.37, N = 3SE +/- 1.81, N = 327807.5827797.809036.179002.599006.5711231.7211251.1712822.0112808.5912730.08
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec43090 rep3090hgfedcba5K10K15K20K25KMin: 11226.91 / Avg: 11231.72 / Max: 11235.71Min: 11226.91 / Avg: 11251.17 / Max: 11289.45Min: 12728.22 / Avg: 12730.08 / Max: 12733.7

fp32-vec4

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OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalar3090 rep3090hgfedcba4K8K12K16K20KSE +/- 5.09, N = 3SE +/- 13.46, N = 3SE +/- 4.01, N = 320953.3020845.096838.326811.356812.528397.808412.3313136.7913145.1913154.15
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalar3090 rep3090hgfedcba4K8K12K16K20KMin: 8387.64 / Avg: 8397.8 / Max: 8403.41Min: 8397.02 / Avg: 8412.33 / Max: 8439.17Min: 13147.3 / Avg: 13154.15 / Max: 13161.18

fp16-scalar

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OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec43090 rep3090hgfedcba9K18K27K36K45KSE +/- 0.36, N = 3SE +/- 0.37, N = 3SE +/- 5.96, N = 341188.0241149.1013490.2413438.4713440.9716865.2916864.4723387.2623390.4423232.42
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec43090 rep3090hgfedcba7K14K21K28K35KMin: 16864.58 / Avg: 16865.29 / Max: 16865.77Min: 16863.77 / Avg: 16864.47 / Max: 16865.01Min: 23221.66 / Avg: 23232.42 / Max: 23242.25

fp16-vec4

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OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-scalar3090 rep3090hgfedcba2004006008001000SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.22, N = 3653.63653.13213.37213.96214.17267.41267.43839.01839.20841.40
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-scalar3090 rep3090hgfedcba150300450600750Min: 267.41 / Avg: 267.41 / Max: 267.41Min: 267.42 / Avg: 267.43 / Max: 267.45Min: 841.09 / Avg: 841.4 / Max: 841.83

fp64-scalar

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4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-vec43090hgfedcba2004006008001000SE +/- 0.00, N = 3SE +/- 0.48, N = 3SE +/- 0.32, N = 3653.15210.96213.95214.23267.25267.74836.16836.55841.80
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-vec43090hgfedcba150300450600750Min: 267.25 / Avg: 267.25 / Max: 267.26Min: 267.25 / Avg: 267.74 / Max: 268.7Min: 841.29 / Avg: 841.8 / Max: 842.39

fp64-vec4

i: The test quit with a non-zero exit status.

4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalar3090 rep3090hgfedcba4K8K12K16K20KSE +/- 0.03, N = 3SE +/- 15.02, N = 3SE +/- 0.34, N = 320767.6420909.026800.606824.296827.928505.208520.022269.062269.252272.62
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalar3090 rep3090hgfedcba4K8K12K16K20KMin: 8505.14 / Avg: 8505.2 / Max: 8505.25Min: 8504.83 / Avg: 8520.02 / Max: 8550.06Min: 2272.07 / Avg: 2272.62 / Max: 2273.25

int32-scalar

i: The test quit with a non-zero exit status.

4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec43090 rep3090hgfedcba4K8K12K16K20KSE +/- 0.05, N = 3SE +/- 0.19, N = 3SE +/- 0.26, N = 320517.6820820.096772.986794.926800.178465.718465.822638.692640.082658.73
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec43090 rep3090hgfedcba4K8K12K16K20KMin: 8465.65 / Avg: 8465.71 / Max: 8465.81Min: 8465.46 / Avg: 8465.82 / Max: 8466.09Min: 2658.24 / Avg: 2658.73 / Max: 2659.12

int32-vec4

i: The test quit with a non-zero exit status.

4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalar3090 rep3090hgfedcba3K6K9K12K15KSE +/- 0.02, N = 3SE +/- 0.09, N = 3SE +/- 1.30, N = 313608.5713710.884495.984479.224480.595675.995676.0213063.8613070.8113102.75
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalar3090 rep3090hgfedcba2K4K6K8K10KMin: 5675.95 / Avg: 5675.99 / Max: 5676.02Min: 5675.86 / Avg: 5676.02 / Max: 5676.17Min: 13101.22 / Avg: 13102.75 / Max: 13105.34

int16-scalar

i: The test quit with a non-zero exit status.

4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec43090 rep3090hgfedcba5K10K15K20K25KSE +/- 0.31, N = 3SE +/- 17.33, N = 3SE +/- 21.55, N = 316881.4716886.665978.385956.385959.757336.257352.8523385.4423396.5923123.77
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec43090 rep3090hgfedcba4K8K12K16K20KMin: 7335.63 / Avg: 7336.25 / Max: 7336.63Min: 7332.02 / Avg: 7352.85 / Max: 7387.26Min: 23080.77 / Avg: 23123.77 / Max: 23147.93

int16-vec4

i: The test quit with a non-zero exit status.

4080: The test quit with a non-zero exit status.

4080 rep: The test quit with a non-zero exit status.

4080 xxx: The test quit with a non-zero exit status.

4080 zzz: The test quit with a non-zero exit status.

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

4090: The test quit with a non-zero exit status.

4090 rep: The test quit with a non-zero exit status.

nv 4090: The test quit with a non-zero exit status.

VkFFT

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT R2C / C2Rnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba20K40K60K80K100KSE +/- 796.66, N = 3SE +/- 3.71, N = 3SE +/- 118.74, N = 3SE +/- 200.55, N = 38488781329843515443255347676896906868279664733372726524266382659335304353994302142163421051. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT R2C / C2Rnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba15K30K45K60K75KMin: 65416 / Avg: 66473 / Max: 68034Min: 35297 / Avg: 35304.33 / Max: 35309Min: 35162 / Avg: 35399.33 / Max: 35525Min: 41846 / Avg: 42105.33 / Max: 425001. (CXX) g++ options: -O3

Test: FFT + iFFT R2C / C2R

3070: The test quit with a non-zero exit status. E: VkFFT System: 512x512x128 Buffer: 128 MB avg_time_per_step: 4.833 ms std_error: 0.038 num_iter: 31 benchmark: 27226 bandwidth: 311.6

RTX 3070 Ti: The test quit with a non-zero exit status. E: VkFFT System: 512x512x128 Buffer: 128 MB avg_time_per_step: 3.494 ms std_error: 0.002 num_iter: 31 benchmark: 37664 bandwidth: 431.0

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in half precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba60K120K180K240K300KSE +/- 133.47, N = 3SE +/- 26.03, N = 3SE +/- 18.50, N = 3SE +/- 83.55, N = 329276828765129034226517125520721099121071321105821107613227010429810417110414685191851819174491812915971. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in half precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba50K100K150K200K250KMin: 210885 / Avg: 211076 / Max: 211333Min: 85148 / Avg: 85191.33 / Max: 85238Min: 85148 / Avg: 85181 / Max: 85212Min: 91448 / Avg: 91597 / Max: 917371. (CXX) g++ options: -O3

Test: FFT + iFFT C2C 1D batched in half precision

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba4K8K12K16K20KSE +/- 83.38, N = 3SE +/- 75.16, N = 15SE +/- 72.34, N = 3SE +/- 62.67, N = 32060120404203731444914406171851734317287171211006176227574757110560107191131111273113401. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba4K8K12K16K20KMin: 16955 / Avg: 17120.67 / Max: 17220Min: 9874 / Avg: 10560.27 / Max: 10899Min: 10624 / Avg: 10719 / Max: 10861Min: 11277 / Avg: 11339.67 / Max: 114651. (CXX) g++ options: -O3

Test: FFT + iFFT C2C Bluestein in single precision

3070: The test quit with a non-zero exit status. E: VkFFT System: 4241x4241x1 Buffer: 137 MB avg_time_per_step: 16.022 ms std_error: 0.041 num_iter: 29 benchmark: 8770 bandwidth: 133.8

RTX 3070 Ti: The test quit with a non-zero exit status. E: VkFFT System: 4241x4241x1 Buffer: 137 MB avg_time_per_step: 10.602 ms std_error: 0.177 num_iter: 29 benchmark: 13253 bandwidth: 202.2

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in double precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba12K24K36K48K60KSE +/- 14.62, N = 3SE +/- 12.42, N = 3SE +/- 10.58, N = 3SE +/- 11.67, N = 35495055383552143112230945350583507135038349741478010572105481056112168121432084720822208161. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in double precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba10K20K30K40K50KMin: 34951 / Avg: 34973.67 / Max: 35001Min: 12146 / Avg: 12168 / Max: 12189Min: 12123 / Avg: 12143 / Max: 12159Min: 20794 / Avg: 20815.67 / Max: 208341. (CXX) g++ options: -O3

Test: FFT + iFFT C2C 1D batched in double precision

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba30K60K90K120K150KSE +/- 25.50, N = 3SE +/- 1.67, N = 3SE +/- 2.73, N = 3SE +/- 9.54, N = 31521701539391538961414371413571045431045281044911045566973856431564555647642651426454797147948478871. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080ihgfedcba30K60K90K120K150KMin: 104505 / Avg: 104556 / Max: 104582Min: 42648 / Avg: 42651.33 / Max: 42653Min: 42641 / Avg: 42644.67 / Max: 42650Min: 47871 / Avg: 47887 / Max: 479041. (CXX) g++ options: -O3

Test: FFT + iFFT C2C 1D batched in single precision

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C multidimensional in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba20K40K60K80K100KSE +/- 555.86, N = 3SE +/- 437.33, N = 3SE +/- 116.12, N = 3SE +/- 57.83, N = 382875809998140654814510057004067887700686586934686265412623837090363283281232751330011. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C multidimensional in single precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba14K28K42K56K70KMin: 65213 / Avg: 65868.67 / Max: 66974Min: 36227 / Avg: 37089.67 / Max: 37646Min: 36118 / Avg: 36327.67 / Max: 36519Min: 32887 / Avg: 33000.67 / Max: 330761. (CXX) g++ options: -O3

Test: FFT + iFFT C2C multidimensional in single precision

3070: The test quit with a non-zero exit status. E: VkFFT System: 3840x2160x1 Buffer: 63 MB avg_time_per_step: 2.236 ms std_error: 0.035 num_iter: 64 benchmark: 28982 bandwidth: 331.7

RTX 3070 Ti: The test quit with a non-zero exit status. E: VkFFT System: 3840x2160x1 Buffer: 63 MB avg_time_per_step: 1.462 ms std_error: 0.004 num_iter: 64 benchmark: 44332 bandwidth: 507.3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein benchmark in double precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba2K4K6K8K10KSE +/- 11.20, N = 3SE +/- 4.37, N = 3SE +/- 0.33, N = 3813281198039428942825584558755835579241718181814234323464670469547171. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein benchmark in double precisionnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba14002800420056007000Min: 2330 / Avg: 2342.67 / Max: 2365Min: 2341 / Avg: 2346.33 / Max: 2355Min: 4717 / Avg: 4717.33 / Max: 47181. (CXX) g++ options: -O3

Test: FFT + iFFT C2C Bluestein benchmark in double precision

3070: The test quit with a non-zero exit status. E: VkFFT System: 2909x2909x1 Buffer: 129 MB avg_time_per_step: 72.294 ms std_error: 0.046 num_iter: 31 benchmark: 1828 bandwidth: 27.9

RTX 3070 Ti: The test quit with a non-zero exit status. E: VkFFT System: 2909x2909x1 Buffer: 129 MB avg_time_per_step: 66.798 ms std_error: 0.291 num_iter: 31 benchmark: 1979 bandwidth: 30.2

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba30K60K90K120K150KSE +/- 2.08, N = 3SE +/- 2.33, N = 3SE +/- 8.89, N = 315514815593615265614395614396910592610609910620510621071163570945711043365433655059650643505041. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingnv 40904090 rep40903090 rep30904080 zzz4080 xxx4080 rep4080igfedcba30K60K90K120K150KMin: 43361 / Avg: 43365 / Max: 43368Min: 43361 / Avg: 43364.67 / Max: 43369Min: 50491 / Avg: 50504 / Max: 505211. (CXX) g++ options: -O3

Test: FFT + iFFT C2C 1D batched in single precision, no reshuffling

3070: The test quit with a non-zero exit status.

RTX 3070 Ti: The test quit with a non-zero exit status.

VkResample

VkResample is a Vulkan-based image upscaling library based on VkFFT. The sample input file is upscaling a 4K image to 8K using Vulkan-based GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Singlenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba816243240SE +/- 0.029, N = 3SE +/- 0.000, N = 3SE +/- 0.004, N = 3SE +/- 0.001, N = 38.9678.9629.28427.18322.06410.42810.39913.12613.13713.13613.13620.93026.76926.73832.85032.85511.68811.69011.6861. (CXX) g++ options: -O3
OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Singlenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba714212835Min: 27.13 / Avg: 27.18 / Max: 27.23Min: 32.85 / Avg: 32.85 / Max: 32.85Min: 32.85 / Avg: 32.86 / Max: 32.86Min: 11.68 / Avg: 11.69 / Max: 11.691. (CXX) g++ options: -O3

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025SE +/- 0.22, N = 15SE +/- 0.06, N = 3SE +/- 0.03, N = 38.158.4310.089.4317.818.018.608.388.378.418.738.3722.748.458.108.027.978.05MIN: 7.73 / MAX: 9.34MIN: 8.04 / MAX: 18.04MIN: 8.1 / MAX: 118.32MIN: 7.95 / MAX: 398.1MIN: 8.05 / MAX: 159.41MIN: 7.96 / MAX: 9.85MIN: 8.5 / MAX: 13.72MIN: 7.94 / MAX: 10.16MIN: 7.96 / MAX: 9.72MIN: 8.14 / MAX: 11.03MIN: 8.15 / MAX: 10.96MIN: 8.15 / MAX: 9.75MIN: 8.24 / MAX: 1264.67MIN: 8.37 / MAX: 9.44MIN: 7.94 / MAX: 14.4MIN: 7.98 / MAX: 8.33MIN: 7.94 / MAX: 8.26MIN: 7.97 / MAX: 9.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025Min: 8.33 / Avg: 9.43 / Max: 10.63Min: 8.01 / Avg: 8.1 / Max: 8.2Min: 8.02 / Avg: 8.05 / Max: 8.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215SE +/- 0.17, N = 15SE +/- 0.02, N = 3SE +/- 0.00, N = 33.604.743.303.769.673.173.173.253.283.283.283.523.163.153.173.183.163.16MIN: 3.43 / MAX: 4.62MIN: 3.09 / MAX: 140.79MIN: 3.11 / MAX: 4.81MIN: 2.6 / MAX: 364.73MIN: 3.19 / MAX: 225.84MIN: 3.11 / MAX: 4.94MIN: 3.12 / MAX: 4.05MIN: 3.09 / MAX: 4.51MIN: 3.1 / MAX: 4.05MIN: 3.11 / MAX: 4MIN: 3.11 / MAX: 3.88MIN: 3.29 / MAX: 19.18MIN: 3.11 / MAX: 3.83MIN: 3.1 / MAX: 3.65MIN: 3.1 / MAX: 8.86MIN: 3.13 / MAX: 3.84MIN: 3.11 / MAX: 3.61MIN: 3.1 / MAX: 3.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 3.28 / Avg: 3.76 / Max: 4.95Min: 3.15 / Avg: 3.17 / Max: 3.2Min: 3.15 / Avg: 3.16 / Max: 3.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba246810SE +/- 0.19, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 33.453.513.553.776.823.353.343.423.453.433.415.033.593.553.353.353.343.34MIN: 3.32 / MAX: 4.91MIN: 3.38 / MAX: 5.4MIN: 3.39 / MAX: 5.48MIN: 3.02 / MAX: 511.95MIN: 3.16 / MAX: 64.72MIN: 3.31 / MAX: 3.68MIN: 3.3 / MAX: 4.19MIN: 3.28 / MAX: 4.19MIN: 3.32 / MAX: 3.85MIN: 3.3 / MAX: 4.15MIN: 3.28 / MAX: 4.87MIN: 3.07 / MAX: 228.55MIN: 3.3 / MAX: 25.28MIN: 3.27 / MAX: 22.86MIN: 3.3 / MAX: 3.82MIN: 3.31 / MAX: 3.8MIN: 3.31 / MAX: 3.77MIN: 3.3 / MAX: 3.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 3.16 / Avg: 3.77 / Max: 5.55Min: 3.34 / Avg: 3.35 / Max: 3.36Min: 3.32 / Avg: 3.34 / Max: 3.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba246810SE +/- 0.14, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 34.773.223.123.266.882.972.993.043.063.063.052.743.002.972.982.992.972.97MIN: 3.07 / MAX: 97.57MIN: 3.11 / MAX: 3.71MIN: 2.98 / MAX: 3.79MIN: 2.46 / MAX: 277.54MIN: 3.05 / MAX: 110.25MIN: 2.93 / MAX: 3.28MIN: 2.95 / MAX: 3.88MIN: 2.91 / MAX: 4.47MIN: 2.94 / MAX: 4.45MIN: 2.94 / MAX: 4.51MIN: 2.92 / MAX: 3.82MIN: 2.62 / MAX: 4.22MIN: 2.96 / MAX: 3.68MIN: 2.93 / MAX: 3.95MIN: 2.94 / MAX: 3.83MIN: 2.96 / MAX: 3.44MIN: 2.93 / MAX: 3.45MIN: 2.92 / MAX: 3.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 2.57 / Avg: 3.26 / Max: 4.74Min: 2.97 / Avg: 2.98 / Max: 2.99Min: 2.95 / Avg: 2.97 / Max: 2.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215SE +/- 0.19, N = 15SE +/- 0.00, N = 3SE +/- 0.05, N = 34.374.034.234.729.233.863.873.994.044.093.994.053.913.873.853.883.853.90MIN: 4.15 / MAX: 5.96MIN: 3.86 / MAX: 4.82MIN: 3.98 / MAX: 12.23MIN: 3.37 / MAX: 486.93MIN: 3.43 / MAX: 156.19MIN: 3.81 / MAX: 4.75MIN: 3.83 / MAX: 4.69MIN: 3.8 / MAX: 5.69MIN: 3.83 / MAX: 5.71MIN: 3.86 / MAX: 5.59MIN: 3.79 / MAX: 5.83MIN: 3.78 / MAX: 5.45MIN: 3.85 / MAX: 4.64MIN: 3.81 / MAX: 4.97MIN: 3.81 / MAX: 4.46MIN: 3.84 / MAX: 4.41MIN: 3.81 / MAX: 4.42MIN: 3.82 / MAX: 4.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 4.06 / Avg: 4.72 / Max: 6.2Min: 3.85 / Avg: 3.85 / Max: 3.85Min: 3.85 / Avg: 3.9 / Max: 3.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba0.67051.3412.01152.6823.3525SE +/- 0.14, N = 15SE +/- 0.01, N = 3SE +/- 0.00, N = 31.331.451.271.602.981.381.381.401.421.421.401.401.381.371.381.391.381.38MIN: 1.27 / MAX: 1.77MIN: 1.38 / MAX: 2.96MIN: 1.21 / MAX: 1.95MIN: 0.95 / MAX: 433.24MIN: 1.29 / MAX: 144.96MIN: 1.36 / MAX: 1.71MIN: 1.35 / MAX: 2.23MIN: 1.34 / MAX: 2.1MIN: 1.36 / MAX: 2.02MIN: 1.35 / MAX: 1.88MIN: 1.34 / MAX: 2.15MIN: 1.34 / MAX: 2MIN: 1.36 / MAX: 1.62MIN: 1.34 / MAX: 2.11MIN: 1.35 / MAX: 2.05MIN: 1.36 / MAX: 1.53MIN: 1.35 / MAX: 1.67MIN: 1.35 / MAX: 2.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba246810Min: 1.19 / Avg: 1.6 / Max: 3.18Min: 1.37 / Avg: 1.38 / Max: 1.39Min: 1.37 / Avg: 1.38 / Max: 1.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba48121620SE +/- 0.22, N = 15SE +/- 0.01, N = 3SE +/- 0.11, N = 38.939.5310.279.6918.257.907.868.408.388.528.4210.307.987.927.857.937.827.94MIN: 8.27 / MAX: 10.68MIN: 8.86 / MAX: 11.44MIN: 7.95 / MAX: 115.68MIN: 7.29 / MAX: 407.61MIN: 7.5 / MAX: 267.89MIN: 7.79 / MAX: 8.74MIN: 7.76 / MAX: 8.74MIN: 7.72 / MAX: 10.5MIN: 7.72 / MAX: 10.05MIN: 7.84 / MAX: 10.21MIN: 7.75 / MAX: 9.96MIN: 8.19 / MAX: 349.57MIN: 7.86 / MAX: 8.78MIN: 7.8 / MAX: 8.96MIN: 7.71 / MAX: 8.83MIN: 7.82 / MAX: 8.91MIN: 7.73 / MAX: 8.65MIN: 7.71 / MAX: 8.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025Min: 8.51 / Avg: 9.69 / Max: 10.75Min: 7.84 / Avg: 7.85 / Max: 7.86Min: 7.8 / Avg: 7.94 / Max: 8.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba1326395265SE +/- 0.23, N = 15SE +/- 0.05, N = 3SE +/- 0.30, N = 329.5428.1927.7528.3656.6423.4323.4325.4025.0326.1125.3730.9623.7824.1923.5123.4523.4923.75MIN: 24.77 / MAX: 364.86MIN: 24.69 / MAX: 205.72MIN: 24.58 / MAX: 282.59MIN: 24.13 / MAX: 449.57MIN: 25.75 / MAX: 367.74MIN: 23.23 / MAX: 24.39MIN: 23.2 / MAX: 24.1MIN: 24.09 / MAX: 32.86MIN: 23.85 / MAX: 28.9MIN: 24.54 / MAX: 30.29MIN: 24.26 / MAX: 36.52MIN: 25.92 / MAX: 328.63MIN: 23.52 / MAX: 24.89MIN: 23.99 / MAX: 30.98MIN: 23.19 / MAX: 24.68MIN: 23.26 / MAX: 24.51MIN: 23.36 / MAX: 24.62MIN: 23.31 / MAX: 25.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba1122334455Min: 26.77 / Avg: 28.36 / Max: 29.57Min: 23.46 / Avg: 23.51 / Max: 23.6Min: 23.44 / Avg: 23.75 / Max: 24.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba48121620SE +/- 0.17, N = 15SE +/- 0.02, N = 3SE +/- 0.07, N = 37.828.076.006.0814.035.295.215.635.565.685.695.605.555.695.235.245.205.29MIN: 5.54 / MAX: 303.05MIN: 5.86 / MAX: 121.03MIN: 5.47 / MAX: 7.29MIN: 4.97 / MAX: 245.95MIN: 5 / MAX: 303.38MIN: 5.18 / MAX: 6.19MIN: 5.09 / MAX: 6.04MIN: 5.08 / MAX: 7.55MIN: 5.09 / MAX: 6.84MIN: 5.17 / MAX: 7.45MIN: 5.16 / MAX: 7.68MIN: 5.13 / MAX: 6.83MIN: 5.19 / MAX: 25.4MIN: 5.22 / MAX: 92.59MIN: 5.1 / MAX: 6.28MIN: 5.15 / MAX: 6.09MIN: 5.1 / MAX: 5.9MIN: 5.09 / MAX: 6.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba48121620Min: 5.41 / Avg: 6.08 / Max: 7.41Min: 5.21 / Avg: 5.23 / Max: 5.26Min: 5.21 / Avg: 5.29 / Max: 5.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215SE +/- 0.21, N = 14SE +/- 0.01, N = 3SE +/- 0.11, N = 35.185.145.145.499.624.314.304.694.684.674.755.304.324.364.304.314.324.41MIN: 4.75 / MAX: 7.12MIN: 4.76 / MAX: 6.26MIN: 4.73 / MAX: 6.32MIN: 4.26 / MAX: 363.39MIN: 4.31 / MAX: 147.6MIN: 4.26 / MAX: 5.18MIN: 4.25 / MAX: 4.83MIN: 4.29 / MAX: 5.78MIN: 4.28 / MAX: 6.37MIN: 4.27 / MAX: 5.88MIN: 4.31 / MAX: 13.88MIN: 4.92 / MAX: 7.18MIN: 4.25 / MAX: 5.17MIN: 4.29 / MAX: 5.7MIN: 4.23 / MAX: 5.32MIN: 4.26 / MAX: 4.98MIN: 4.26 / MAX: 5.15MIN: 4.24 / MAX: 5.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 4.63 / Avg: 5.49 / Max: 6.62Min: 4.28 / Avg: 4.3 / Max: 4.31Min: 4.3 / Avg: 4.41 / Max: 4.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025SE +/- 0.26, N = 15SE +/- 0.01, N = 3SE +/- 0.23, N = 311.4112.7314.1012.7321.509.9510.3011.1010.8211.7611.1612.0910.7211.0510.0010.1110.0110.20MIN: 10.57 / MAX: 12.22MIN: 10.22 / MAX: 181.72MIN: 10.27 / MAX: 287MIN: 10.18 / MAX: 541.92MIN: 10.24 / MAX: 116.85MIN: 9.85 / MAX: 10.72MIN: 9.82 / MAX: 17.56MIN: 10.2 / MAX: 13.06MIN: 9.9 / MAX: 12.26MIN: 10.68 / MAX: 44.94MIN: 10.29 / MAX: 15.03MIN: 11.16 / MAX: 13.48MIN: 10.1 / MAX: 108.3MIN: 10.14 / MAX: 162.88MIN: 9.86 / MAX: 11.02MIN: 9.95 / MAX: 16.18MIN: 9.85 / MAX: 11.06MIN: 9.84 / MAX: 12.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025Min: 11.38 / Avg: 12.73 / Max: 14.26Min: 9.99 / Avg: 10 / Max: 10.02Min: 9.94 / Avg: 10.2 / Max: 10.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba714212835SE +/- 0.18, N = 15SE +/- 0.05, N = 3SE +/- 0.11, N = 315.4015.3813.6815.2027.6612.7714.2613.6313.6014.0313.8514.6517.2313.3212.9512.8112.7412.90MIN: 12.35 / MAX: 321.43MIN: 12.32 / MAX: 188.07MIN: 12.83 / MAX: 14.63MIN: 12.69 / MAX: 431.37MIN: 12.74 / MAX: 294.9MIN: 12.7 / MAX: 13.02MIN: 14.17 / MAX: 14.53MIN: 12.77 / MAX: 15.36MIN: 12.8 / MAX: 16.23MIN: 13.15 / MAX: 15.97MIN: 12.84 / MAX: 16.75MIN: 12.44 / MAX: 202.68MIN: 12.99 / MAX: 196.66MIN: 12.95 / MAX: 35.49MIN: 12.75 / MAX: 18.88MIN: 12.74 / MAX: 13.2MIN: 12.66 / MAX: 13.28MIN: 12.69 / MAX: 15.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba612182430Min: 13.73 / Avg: 15.2 / Max: 16.17Min: 12.87 / Avg: 12.95 / Max: 13.03Min: 12.79 / Avg: 12.9 / Max: 13.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215SE +/- 0.24, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 39.117.317.868.1313.207.127.527.557.627.867.738.967.137.237.097.107.067.07MIN: 6.77 / MAX: 101.58MIN: 6.71 / MAX: 9.3MIN: 7.25 / MAX: 8.98MIN: 6.37 / MAX: 399.11MIN: 6.9 / MAX: 68.61MIN: 7.05 / MAX: 7.63MIN: 7.45 / MAX: 7.74MIN: 7 / MAX: 8.72MIN: 7.01 / MAX: 8.84MIN: 7.22 / MAX: 10.84MIN: 7.13 / MAX: 9.7MIN: 6.92 / MAX: 244.02MIN: 7.04 / MAX: 8.43MIN: 7.15 / MAX: 8.02MIN: 6.99 / MAX: 9.39MIN: 7.05 / MAX: 7.65MIN: 7.01 / MAX: 7.55MIN: 7.01 / MAX: 8.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba48121620Min: 6.83 / Avg: 8.13 / Max: 9.52Min: 7.07 / Avg: 7.09 / Max: 7.11Min: 7.05 / Avg: 7.07 / Max: 7.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba48121620SE +/- 0.19, N = 15SE +/- 0.06, N = 3SE +/- 0.04, N = 310.179.668.138.8318.008.248.258.378.458.678.249.948.308.088.238.278.188.18MIN: 8.12 / MAX: 209.53MIN: 7.78 / MAX: 95.3MIN: 7.78 / MAX: 9.98MIN: 7.65 / MAX: 351.08MIN: 7.91 / MAX: 176.28MIN: 8.17 / MAX: 8.84MIN: 8.17 / MAX: 8.9MIN: 8.05 / MAX: 10.19MIN: 8.12 / MAX: 9.68MIN: 8.22 / MAX: 15.29MIN: 7.89 / MAX: 9.52MIN: 7.43 / MAX: 166.02MIN: 8.22 / MAX: 9.1MIN: 7.98 / MAX: 10.87MIN: 8.03 / MAX: 8.9MIN: 8.22 / MAX: 9.18MIN: 8.12 / MAX: 8.86MIN: 8.07 / MAX: 9.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba510152025Min: 8.06 / Avg: 8.83 / Max: 10.3Min: 8.12 / Avg: 8.23 / Max: 8.31Min: 8.12 / Avg: 8.18 / Max: 8.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba20406080100SE +/- 0.12, N = 15SE +/- 0.39, N = 3SE +/- 0.29, N = 338.9037.8138.2537.9175.3431.8033.0134.1034.2735.2835.0737.8032.7333.5632.4331.7731.9532.49MIN: 34.2 / MAX: 300.84MIN: 32.66 / MAX: 453.44MIN: 33.04 / MAX: 447.7MIN: 32.08 / MAX: 541.11MIN: 38.72 / MAX: 418.01MIN: 31.66 / MAX: 32.23MIN: 32.88 / MAX: 33.42MIN: 32.65 / MAX: 37.64MIN: 32.82 / MAX: 39.79MIN: 33.9 / MAX: 38.67MIN: 33.14 / MAX: 43.26MIN: 33.74 / MAX: 321.51MIN: 31.44 / MAX: 81.32MIN: 32.98 / MAX: 51.93MIN: 31.56 / MAX: 37.69MIN: 31.61 / MAX: 35.68MIN: 31.79 / MAX: 32.33MIN: 31.67 / MAX: 40.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba1428425670Min: 36.65 / Avg: 37.91 / Max: 38.59Min: 31.95 / Avg: 32.43 / Max: 33.2Min: 31.91 / Avg: 32.49 / Max: 32.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba246810SE +/- 0.23, N = 15SE +/- 0.01, N = 3SE +/- 0.45, N = 34.515.275.483.948.654.084.214.164.174.344.422.662.574.224.084.114.053.62MIN: 4.34 / MAX: 5.96MIN: 4.05 / MAX: 247.02MIN: 2.67 / MAX: 259.34MIN: 2.43 / MAX: 267.02MIN: 3.94 / MAX: 185.21MIN: 4.05 / MAX: 4.84MIN: 4.19 / MAX: 4.41MIN: 4 / MAX: 4.69MIN: 4.05 / MAX: 4.74MIN: 4.19 / MAX: 5.77MIN: 4.25 / MAX: 6.71MIN: 2.54 / MAX: 3.41MIN: 2.53 / MAX: 3.21MIN: 4.18 / MAX: 4.97MIN: 4.02 / MAX: 4.28MIN: 4.08 / MAX: 4.4MIN: 4.02 / MAX: 4.35MIN: 2.7 / MAX: 4.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfdcba3691215Min: 2.53 / Avg: 3.94 / Max: 5.6Min: 4.07 / Avg: 4.08 / Max: 4.09Min: 2.72 / Avg: 3.62 / Max: 4.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igdca246810SE +/- 0.21, N = 14SE +/- 0.00, N = 3SE +/- 0.00, N = 23.473.413.533.617.523.193.183.243.273.263.243.263.143.173.173.18MIN: 3.32 / MAX: 4.91MIN: 3.27 / MAX: 5.24MIN: 3.39 / MAX: 4.31MIN: 2.51 / MAX: 502.85MIN: 2.94 / MAX: 215MIN: 3.15 / MAX: 3.72MIN: 3.14 / MAX: 4.14MIN: 3.11 / MAX: 4.47MIN: 3.13 / MAX: 3.85MIN: 3.09 / MAX: 3.96MIN: 3.09 / MAX: 4.73MIN: 3.14 / MAX: 3.9MIN: 3.1 / MAX: 3.81MIN: 3.12 / MAX: 3.96MIN: 3.15 / MAX: 3.74MIN: 3.14 / MAX: 3.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igdca3691215Min: 2.64 / Avg: 3.61 / Max: 5.27Min: 3.17 / Avg: 3.17 / Max: 3.18Min: 3.18 / Avg: 3.18 / Max: 3.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba510152025SE +/- 0.25, N = 15SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 38.4510.2310.559.3521.118.038.078.478.378.578.4410.408.178.278.048.028.038.048.05MIN: 8.03 / MAX: 12.61MIN: 8.13 / MAX: 386.42MIN: 8.22 / MAX: 303.1MIN: 7.49 / MAX: 474.12MIN: 7.98 / MAX: 322.43MIN: 7.96 / MAX: 8.77MIN: 7.99 / MAX: 8.8MIN: 8.04 / MAX: 10.17MIN: 7.97 / MAX: 16.09MIN: 7.98 / MAX: 10MIN: 7.98 / MAX: 10.55MIN: 7.97 / MAX: 455.46MIN: 8.08 / MAX: 9.37MIN: 8.17 / MAX: 9.04MIN: 7.95 / MAX: 9.09MIN: 7.95 / MAX: 9.81MIN: 7.98 / MAX: 8.84MIN: 7.95 / MAX: 14.33MIN: 7.95 / MAX: 8.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba510152025Min: 7.83 / Avg: 9.35 / Max: 10.88Min: 8.02 / Avg: 8.04 / Max: 8.07Min: 8.02 / Avg: 8.02 / Max: 8.03Min: 8 / Avg: 8.05 / Max: 8.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba246810SE +/- 0.14, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.433.313.303.567.813.173.183.293.263.293.263.293.183.133.143.163.133.143.17MIN: 3.25 / MAX: 4.81MIN: 3.14 / MAX: 4.92MIN: 3.12 / MAX: 4.82MIN: 3.09 / MAX: 345.01MIN: 3.07 / MAX: 154.75MIN: 3.12 / MAX: 3.64MIN: 3.14 / MAX: 3.63MIN: 3.11 / MAX: 3.98MIN: 3.1 / MAX: 3.87MIN: 3.12 / MAX: 4.14MIN: 3.1 / MAX: 4.12MIN: 3.12 / MAX: 3.93MIN: 3.13 / MAX: 3.9MIN: 3.07 / MAX: 3.82MIN: 3.08 / MAX: 4.06MIN: 3.09 / MAX: 3.92MIN: 3.08 / MAX: 3.85MIN: 3.1 / MAX: 3.73MIN: 3.09 / MAX: 3.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215Min: 3.28 / Avg: 3.56 / Max: 4.97Min: 3.13 / Avg: 3.14 / Max: 3.16Min: 3.14 / Avg: 3.16 / Max: 3.18Min: 3.14 / Avg: 3.17 / Max: 3.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzzifedca246810SE +/- 0.20, N = 14SE +/- 0.02, N = 3SE +/- 0.00, N = 2SE +/- 0.02, N = 33.363.303.283.646.603.163.193.284.873.143.183.173.203.17MIN: 3.21 / MAX: 4.3MIN: 3.15 / MAX: 3.92MIN: 3.15 / MAX: 3.9MIN: 2.87 / MAX: 429.02MIN: 2.98 / MAX: 166.19MIN: 3.11 / MAX: 3.62MIN: 3.14 / MAX: 3.48MIN: 3.13 / MAX: 4.65MIN: 3.14 / MAX: 278.98MIN: 3.09 / MAX: 3.54MIN: 3.11 / MAX: 3.78MIN: 3.1 / MAX: 3.83MIN: 3.16 / MAX: 3.68MIN: 3.11 / MAX: 3.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzzifedca3691215Min: 3.05 / Avg: 3.64 / Max: 5.32Min: 3.15 / Avg: 3.18 / Max: 3.21Min: 3.16 / Avg: 3.17 / Max: 3.17Min: 3.15 / Avg: 3.17 / Max: 3.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba246810SE +/- 0.20, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.513.493.453.987.073.363.393.463.503.443.433.493.353.403.333.353.323.333.35MIN: 3.37 / MAX: 4MIN: 3.36 / MAX: 4.33MIN: 3.32 / MAX: 3.99MIN: 3.14 / MAX: 529.82MIN: 3.25 / MAX: 243.32MIN: 3.32 / MAX: 4.06MIN: 3.35 / MAX: 3.69MIN: 3.32 / MAX: 5.24MIN: 3.37 / MAX: 4.85MIN: 3.3 / MAX: 5.36MIN: 3.3 / MAX: 4.22MIN: 3.35 / MAX: 4.24MIN: 3.3 / MAX: 4.02MIN: 3.35 / MAX: 5.89MIN: 3.28 / MAX: 4.14MIN: 3.3 / MAX: 3.82MIN: 3.29 / MAX: 4.19MIN: 3.3 / MAX: 3.59MIN: 3.29 / MAX: 3.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215Min: 3.33 / Avg: 3.98 / Max: 5.62Min: 3.32 / Avg: 3.33 / Max: 3.34Min: 3.34 / Avg: 3.35 / Max: 3.37Min: 3.32 / Avg: 3.35 / Max: 3.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba1.14532.29063.43594.58125.7265SE +/- 0.16, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 34.703.153.183.405.092.972.993.063.073.083.073.202.982.972.962.972.962.952.98MIN: 3 / MAX: 188.08MIN: 3 / MAX: 4.54MIN: 3.05 / MAX: 4.64MIN: 2.72 / MAX: 432.18MIN: 2.86 / MAX: 53.75MIN: 2.94 / MAX: 3.28MIN: 2.96 / MAX: 3.14MIN: 2.92 / MAX: 3.73MIN: 2.95 / MAX: 4.19MIN: 2.94 / MAX: 3.67MIN: 2.93 / MAX: 4.63MIN: 3.07 / MAX: 3.86MIN: 2.94 / MAX: 3.65MIN: 2.93 / MAX: 3.66MIN: 2.91 / MAX: 5.9MIN: 2.92 / MAX: 3.34MIN: 2.93 / MAX: 3.41MIN: 2.92 / MAX: 3.42MIN: 2.92 / MAX: 4.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba246810Min: 2.87 / Avg: 3.4 / Max: 4.78Min: 2.94 / Avg: 2.96 / Max: 2.97Min: 2.96 / Avg: 2.97 / Max: 2.98Min: 2.96 / Avg: 2.98 / Max: 31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215SE +/- 0.18, N = 15SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 34.104.094.344.538.993.863.884.044.044.054.015.883.863.863.843.873.833.823.86MIN: 3.86 / MAX: 5.46MIN: 3.87 / MAX: 5.46MIN: 4.14 / MAX: 5.84MIN: 3.75 / MAX: 396.62MIN: 3.71 / MAX: 129.99MIN: 3.82 / MAX: 4.34MIN: 3.84 / MAX: 4.39MIN: 3.8 / MAX: 5.31MIN: 3.82 / MAX: 5.33MIN: 3.83 / MAX: 6.11MIN: 3.78 / MAX: 5.34MIN: 4.04 / MAX: 364.21MIN: 3.82 / MAX: 4.22MIN: 3.78 / MAX: 10.45MIN: 3.79 / MAX: 4.76MIN: 3.77 / MAX: 9.91MIN: 3.79 / MAX: 4.61MIN: 3.78 / MAX: 4.39MIN: 3.8 / MAX: 4.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215Min: 3.99 / Avg: 4.53 / Max: 5.91Min: 3.83 / Avg: 3.84 / Max: 3.85Min: 3.82 / Avg: 3.87 / Max: 3.9Min: 3.84 / Avg: 3.86 / Max: 3.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba0.89551.7912.68653.5824.4775SE +/- 0.16, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 31.401.401.391.603.981.371.391.421.421.411.411.401.411.381.381.381.371.371.38MIN: 1.34 / MAX: 1.87MIN: 1.33 / MAX: 1.93MIN: 1.33 / MAX: 1.94MIN: 1.11 / MAX: 436.01MIN: 1.31 / MAX: 228.4MIN: 1.36 / MAX: 1.46MIN: 1.37 / MAX: 1.82MIN: 1.36 / MAX: 2.01MIN: 1.36 / MAX: 1.93MIN: 1.35 / MAX: 1.9MIN: 1.35 / MAX: 2.01MIN: 1.33 / MAX: 2MIN: 1.38 / MAX: 2.09MIN: 1.35 / MAX: 2.08MIN: 1.34 / MAX: 1.88MIN: 1.34 / MAX: 2.25MIN: 1.35 / MAX: 1.82MIN: 1.35 / MAX: 1.75MIN: 1.34 / MAX: 1.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba246810Min: 1.17 / Avg: 1.6 / Max: 3.12Min: 1.37 / Avg: 1.38 / Max: 1.39Min: 1.37 / Avg: 1.38 / Max: 1.39Min: 1.36 / Avg: 1.38 / Max: 1.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba510152025SE +/- 0.22, N = 15SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 38.7010.6510.629.8719.497.827.878.418.428.408.428.758.968.157.857.857.807.857.90MIN: 7.96 / MAX: 10.01MIN: 8.29 / MAX: 236.11MIN: 7.83 / MAX: 323.31MIN: 7.33 / MAX: 399.24MIN: 7.4 / MAX: 200.01MIN: 7.69 / MAX: 8.61MIN: 7.76 / MAX: 10.36MIN: 7.72 / MAX: 9.9MIN: 7.73 / MAX: 10.06MIN: 7.77 / MAX: 9.78MIN: 7.79 / MAX: 10.01MIN: 8.08 / MAX: 16.01MIN: 8.82 / MAX: 9.87MIN: 8.02 / MAX: 9.02MIN: 7.71 / MAX: 8.76MIN: 7.71 / MAX: 8.85MIN: 7.72 / MAX: 8.74MIN: 7.76 / MAX: 8.76MIN: 7.74 / MAX: 9.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba510152025Min: 8.43 / Avg: 9.87 / Max: 11.2Min: 7.82 / Avg: 7.85 / Max: 7.87Min: 7.81 / Avg: 7.85 / Max: 7.92Min: 7.85 / Avg: 7.9 / Max: 7.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba1122334455SE +/- 0.24, N = 15SE +/- 0.14, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 329.2927.0428.8229.0648.2923.4823.5525.8225.0125.0425.0027.8324.2024.5523.6023.5623.5423.5623.51MIN: 24.63 / MAX: 296.95MIN: 24.22 / MAX: 296.13MIN: 24.35 / MAX: 214.1MIN: 24.11 / MAX: 541.55MIN: 24.97 / MAX: 183.12MIN: 23.24 / MAX: 29.21MIN: 23.3 / MAX: 24.45MIN: 24.35 / MAX: 62.94MIN: 23.8 / MAX: 26.41MIN: 24.06 / MAX: 27.35MIN: 23.93 / MAX: 26.69MIN: 24.98 / MAX: 262.23MIN: 23.56 / MAX: 58.31MIN: 23.62 / MAX: 97.69MIN: 23.17 / MAX: 24.71MIN: 23.24 / MAX: 24.78MIN: 23.33 / MAX: 24.61MIN: 23.34 / MAX: 24.72MIN: 23.29 / MAX: 24.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba1020304050Min: 27.77 / Avg: 29.06 / Max: 30.57Min: 23.38 / Avg: 23.6 / Max: 23.86Min: 23.43 / Avg: 23.56 / Max: 23.76Min: 23.44 / Avg: 23.51 / Max: 23.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215SE +/- 0.20, N = 15SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 37.446.015.696.2812.685.205.275.595.625.615.675.826.225.485.225.235.215.235.28MIN: 5.29 / MAX: 320.54MIN: 5.44 / MAX: 8.18MIN: 5.16 / MAX: 8.22MIN: 4.94 / MAX: 298.06MIN: 5.39 / MAX: 262.62MIN: 5.09 / MAX: 5.98MIN: 5.15 / MAX: 6.19MIN: 5.06 / MAX: 6.95MIN: 5.1 / MAX: 7.65MIN: 5.11 / MAX: 7.44MIN: 5.18 / MAX: 7.22MIN: 5.28 / MAX: 7.02MIN: 6.11 / MAX: 7MIN: 5.33 / MAX: 6.16MIN: 5.09 / MAX: 11.15MIN: 5.08 / MAX: 6.28MIN: 5.11 / MAX: 6.04MIN: 5.13 / MAX: 6.18MIN: 5.17 / MAX: 6.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba48121620Min: 5.38 / Avg: 6.28 / Max: 8.08Min: 5.2 / Avg: 5.22 / Max: 5.24Min: 5.2 / Avg: 5.23 / Max: 5.29Min: 5.26 / Avg: 5.28 / Max: 5.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215SE +/- 0.18, N = 15SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 35.206.794.645.2510.884.314.354.684.684.654.626.534.874.644.314.314.334.334.31MIN: 4.82 / MAX: 7.07MIN: 4.23 / MAX: 262.43MIN: 4.26 / MAX: 5.98MIN: 4.23 / MAX: 375.94MIN: 4.38 / MAX: 52.99MIN: 4.26 / MAX: 5.26MIN: 4.28 / MAX: 7.49MIN: 4.26 / MAX: 6.23MIN: 4.26 / MAX: 6.61MIN: 4.26 / MAX: 6.53MIN: 4.26 / MAX: 6.15MIN: 4.57 / MAX: 242.16MIN: 4.8 / MAX: 5.62MIN: 4.57 / MAX: 5.49MIN: 4.23 / MAX: 11.03MIN: 4.25 / MAX: 5.28MIN: 4.26 / MAX: 10.59MIN: 4.28 / MAX: 5.16MIN: 4.24 / MAX: 5.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215Min: 4.63 / Avg: 5.25 / Max: 6.61Min: 4.31 / Avg: 4.31 / Max: 4.31Min: 4.3 / Avg: 4.31 / Max: 4.33Min: 4.29 / Avg: 4.31 / Max: 4.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba612182430SE +/- 0.26, N = 15SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.02, N = 312.4513.0814.1312.6023.4810.0610.1011.0710.9410.8410.8112.9610.3410.2610.1010.1010.0010.0010.01MIN: 11.55 / MAX: 14.48MIN: 10.11 / MAX: 444.45MIN: 10.63 / MAX: 167.28MIN: 9.82 / MAX: 418.4MIN: 10.06 / MAX: 112.91MIN: 9.95 / MAX: 11.04MIN: 9.97 / MAX: 11.42MIN: 10.1 / MAX: 13.23MIN: 9.95 / MAX: 12.7MIN: 9.93 / MAX: 12.81MIN: 9.95 / MAX: 12.78MIN: 10.23 / MAX: 424.46MIN: 10.14 / MAX: 11.37MIN: 10.09 / MAX: 11.22MIN: 9.84 / MAX: 11.72MIN: 9.86 / MAX: 11.08MIN: 9.91 / MAX: 11.15MIN: 9.92 / MAX: 12.35MIN: 9.88 / MAX: 11.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba510152025Min: 11.1 / Avg: 12.6 / Max: 14.19Min: 9.98 / Avg: 10.1 / Max: 10.33Min: 9.98 / Avg: 10.1 / Max: 10.27Min: 9.98 / Avg: 10.01 / Max: 10.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba714212835SE +/- 0.18, N = 15SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 315.2615.7213.9715.5428.5912.8312.8813.8013.6513.6713.7915.1613.6413.1712.8712.8512.8112.8712.84MIN: 12.87 / MAX: 132.82MIN: 13.2 / MAX: 301.81MIN: 13.11 / MAX: 16.15MIN: 12.15 / MAX: 492.01MIN: 12.87 / MAX: 325.37MIN: 12.74 / MAX: 13.59MIN: 12.76 / MAX: 13.67MIN: 12.76 / MAX: 15.76MIN: 12.71 / MAX: 14.99MIN: 12.71 / MAX: 14.88MIN: 12.75 / MAX: 19.63MIN: 12.86 / MAX: 248.64MIN: 13.04 / MAX: 76.32MIN: 13.03 / MAX: 14.1MIN: 12.68 / MAX: 13.84MIN: 12.72 / MAX: 13.93MIN: 12.73 / MAX: 13.08MIN: 12.76 / MAX: 13.73MIN: 12.69 / MAX: 15.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba612182430Min: 14.26 / Avg: 15.54 / Max: 17.01Min: 12.79 / Avg: 12.87 / Max: 12.92Min: 12.83 / Avg: 12.85 / Max: 12.87Min: 12.81 / Avg: 12.84 / Max: 12.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba48121620SE +/- 0.26, N = 15SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 39.118.227.838.4715.827.067.167.637.627.647.587.467.107.087.057.087.067.077.09MIN: 6.35 / MAX: 130.38MIN: 7.56 / MAX: 9.8MIN: 7.21 / MAX: 9.32MIN: 6.29 / MAX: 533.92MIN: 6.99 / MAX: 82.57MIN: 7 / MAX: 7.82MIN: 7.05 / MAX: 13.55MIN: 7 / MAX: 9.17MIN: 7.01 / MAX: 9.28MIN: 7.05 / MAX: 9.12MIN: 6.98 / MAX: 9.05MIN: 6.9 / MAX: 8.9MIN: 6.99 / MAX: 8.59MIN: 6.98 / MAX: 8.07MIN: 6.95 / MAX: 8MIN: 6.97 / MAX: 7.99MIN: 7 / MAX: 8.03MIN: 7 / MAX: 8.07MIN: 6.98 / MAX: 7.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba48121620Min: 6.97 / Avg: 8.47 / Max: 9.78Min: 7.02 / Avg: 7.05 / Max: 7.07Min: 7.04 / Avg: 7.08 / Max: 7.12Min: 7.04 / Avg: 7.09 / Max: 7.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba48121620SE +/- 0.21, N = 15SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.11, N = 39.818.488.649.0716.228.028.388.588.568.568.399.888.368.348.108.178.008.218.16MIN: 7.82 / MAX: 241.19MIN: 8.09 / MAX: 9.64MIN: 8.28 / MAX: 10.42MIN: 7.61 / MAX: 402.49MIN: 7.74 / MAX: 314.84MIN: 7.95 / MAX: 8.63MIN: 8.31 / MAX: 8.86MIN: 8.13 / MAX: 9.78MIN: 8.15 / MAX: 9.8MIN: 8.17 / MAX: 10.28MIN: 8 / MAX: 10.29MIN: 8.14 / MAX: 251.77MIN: 8.27 / MAX: 9.08MIN: 7.99 / MAX: 26.72MIN: 7.98 / MAX: 8.84MIN: 7.99 / MAX: 8.97MIN: 7.94 / MAX: 8.88MIN: 8.14 / MAX: 8.84MIN: 7.9 / MAX: 8.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba48121620Min: 8.01 / Avg: 9.07 / Max: 10.26Min: 8.05 / Avg: 8.1 / Max: 8.13Min: 8.06 / Avg: 8.17 / Max: 8.25Min: 7.96 / Avg: 8.16 / Max: 8.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba1632486480SE +/- 0.16, N = 15SE +/- 0.07, N = 3SE +/- 0.21, N = 3SE +/- 0.09, N = 339.0437.5938.7638.0370.7631.9131.9434.3234.1935.0735.5636.4232.4232.9231.9332.1231.7931.8531.88MIN: 33.83 / MAX: 463.88MIN: 34.45 / MAX: 457.98MIN: 33.12 / MAX: 539.58MIN: 32.66 / MAX: 467.28MIN: 38.81 / MAX: 250.01MIN: 31.74 / MAX: 34.28MIN: 31.73 / MAX: 34.21MIN: 32.58 / MAX: 41.88MIN: 32.72 / MAX: 36.79MIN: 33.66 / MAX: 39.36MIN: 33.19 / MAX: 40.43MIN: 33.49 / MAX: 224.86MIN: 31.89 / MAX: 65.47MIN: 32.67 / MAX: 36.93MIN: 31.62 / MAX: 35.85MIN: 31.66 / MAX: 46.9MIN: 31.63 / MAX: 35.57MIN: 31.69 / MAX: 33.06MIN: 31.55 / MAX: 37.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba1428425670Min: 36.85 / Avg: 38.03 / Max: 39.1Min: 31.85 / Avg: 31.93 / Max: 32.08Min: 31.9 / Avg: 32.12 / Max: 32.54Min: 31.78 / Avg: 31.88 / Max: 32.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba246810SE +/- 0.29, N = 15SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 33.934.594.394.268.414.084.114.794.204.214.205.144.074.244.084.114.094.074.10MIN: 3.8 / MAX: 5.4MIN: 2.62 / MAX: 232.18MIN: 4.25 / MAX: 5.86MIN: 2.5 / MAX: 396.93MIN: 2.89 / MAX: 487.78MIN: 4.04 / MAX: 4.35MIN: 4.07 / MAX: 4.29MIN: 4.64 / MAX: 6.21MIN: 4.03 / MAX: 6.49MIN: 4.04 / MAX: 4.97MIN: 4.02 / MAX: 4.97MIN: 3.7 / MAX: 81.79MIN: 4.02 / MAX: 4.82MIN: 3.88 / MAX: 24.21MIN: 4.03 / MAX: 5.29MIN: 4.01 / MAX: 9.72MIN: 4.05 / MAX: 5.5MIN: 4.04 / MAX: 4.53MIN: 4.06 / MAX: 4.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfedcba3691215Min: 2.6 / Avg: 4.26 / Max: 6.27Min: 4.07 / Avg: 4.08 / Max: 4.08Min: 4.08 / Avg: 4.11 / Max: 4.15Min: 4.1 / Avg: 4.1 / Max: 4.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.23, N = 158.918.748.969.6217.828.038.068.408.448.488.4310.088.988.568.008.01MIN: 8.33 / MAX: 10.07MIN: 8.25 / MAX: 10.5MIN: 8.39 / MAX: 10.77MIN: 7.76 / MAX: 454.91MIN: 7.57 / MAX: 211.62MIN: 7.98 / MAX: 8.77MIN: 7.94 / MAX: 13.92MIN: 8.12 / MAX: 10.11MIN: 7.97 / MAX: 10.71MIN: 7.96 / MAX: 10.32MIN: 7.99 / MAX: 10.44MIN: 8.08 / MAX: 286.28MIN: 8.1 / MAX: 124.43MIN: 8.04 / MAX: 75.44MIN: 7.96 / MAX: 8.63MIN: 7.95 / MAX: 8.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025Min: 8.34 / Avg: 9.62 / Max: 11.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.10, N = 153.393.453.463.419.193.173.143.283.303.273.313.303.153.163.143.15MIN: 3.21 / MAX: 4.24MIN: 3.23 / MAX: 4.55MIN: 3.29 / MAX: 4.38MIN: 2.99 / MAX: 184.91MIN: 3.04 / MAX: 232.12MIN: 3.11 / MAX: 4.5MIN: 3.08 / MAX: 3.7MIN: 3.1 / MAX: 4MIN: 3.12 / MAX: 4.03MIN: 3.1 / MAX: 4.34MIN: 3.12 / MAX: 4.76MIN: 3.14 / MAX: 4.82MIN: 3.1 / MAX: 3.63MIN: 3.09 / MAX: 3.89MIN: 3.1 / MAX: 3.67MIN: 3.1 / MAX: 3.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 3.18 / Avg: 3.41 / Max: 4.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080igfcb1.21052.4213.63154.8426.0525SE +/- 0.22, N = 143.353.533.253.765.383.153.153.273.313.283.293.163.153.163.16MIN: 3.21 / MAX: 5.23MIN: 3.2 / MAX: 40.81MIN: 3.11 / MAX: 4.74MIN: 2.89 / MAX: 366.04MIN: 2.74 / MAX: 121.29MIN: 3.11 / MAX: 3.6MIN: 3.11 / MAX: 3.71MIN: 3.14 / MAX: 4.63MIN: 3.16 / MAX: 5.3MIN: 3.14 / MAX: 3.89MIN: 3.15 / MAX: 4.32MIN: 3.11 / MAX: 3.93MIN: 3.11 / MAX: 3.48MIN: 3.12 / MAX: 3.7MIN: 3.12 / MAX: 3.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080igfcb246810Min: 3.03 / Avg: 3.76 / Max: 5.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.21, N = 153.463.595.184.098.133.333.323.433.473.433.463.523.383.403.343.33MIN: 3.32 / MAX: 5.2MIN: 3.46 / MAX: 4.09MIN: 3.34 / MAX: 283.54MIN: 3.12 / MAX: 435.28MIN: 3.09 / MAX: 147.21MIN: 3.3 / MAX: 3.67MIN: 3.28 / MAX: 3.66MIN: 3.31 / MAX: 3.94MIN: 3.33 / MAX: 5.01MIN: 3.3 / MAX: 4.03MIN: 3.34 / MAX: 3.93MIN: 3.39 / MAX: 4.05MIN: 3.34 / MAX: 4.15MIN: 3.35 / MAX: 4.17MIN: 3.32 / MAX: 3.79MIN: 3.3 / MAX: 3.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 3.34 / Avg: 4.09 / Max: 5.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.04, N = 154.613.233.193.116.872.962.953.063.073.093.083.393.053.122.972.97MIN: 2.78 / MAX: 222.99MIN: 3.1 / MAX: 3.75MIN: 3.06 / MAX: 3.75MIN: 2.8 / MAX: 4.98MIN: 2.93 / MAX: 216.41MIN: 2.94 / MAX: 3.38MIN: 2.92 / MAX: 3.29MIN: 2.93 / MAX: 3.64MIN: 2.94 / MAX: 3.6MIN: 2.95 / MAX: 4.52MIN: 2.94 / MAX: 4.52MIN: 3.26 / MAX: 4.86MIN: 3.01 / MAX: 3.88MIN: 3.08 / MAX: 3.86MIN: 2.94 / MAX: 3.43MIN: 2.94 / MAX: 3.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 2.92 / Avg: 3.11 / Max: 3.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.22, N = 154.044.344.094.789.013.853.834.034.064.024.024.684.144.043.893.82MIN: 3.78 / MAX: 4.9MIN: 4.16 / MAX: 5.28MIN: 3.86 / MAX: 4.83MIN: 3.82 / MAX: 411.19MIN: 3.98 / MAX: 188.57MIN: 3.81 / MAX: 4.53MIN: 3.78 / MAX: 4.41MIN: 3.82 / MAX: 5.43MIN: 3.83 / MAX: 5.55MIN: 3.82 / MAX: 5.39MIN: 3.82 / MAX: 5.66MIN: 4.48 / MAX: 6.02MIN: 4.09 / MAX: 5.13MIN: 3.99 / MAX: 4.82MIN: 3.83 / MAX: 9.72MIN: 3.79 / MAX: 4.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 4.03 / Avg: 4.78 / Max: 6.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb0.68181.36362.04542.72723.409SE +/- 0.19, N = 151.161.341.171.793.031.371.361.411.421.421.441.281.371.431.381.37MIN: 1.11 / MAX: 1.67MIN: 1.27 / MAX: 1.95MIN: 1.11 / MAX: 1.9MIN: 1.13 / MAX: 312.12MIN: 1.28 / MAX: 96.94MIN: 1.35 / MAX: 1.46MIN: 1.34 / MAX: 1.46MIN: 1.34 / MAX: 1.91MIN: 1.36 / MAX: 1.92MIN: 1.36 / MAX: 2.2MIN: 1.37 / MAX: 3.45MIN: 1.23 / MAX: 1.73MIN: 1.34 / MAX: 2.07MIN: 1.4 / MAX: 1.77MIN: 1.36 / MAX: 1.58MIN: 1.35 / MAX: 1.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810Min: 1.18 / Avg: 1.79 / Max: 3.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.24, N = 159.029.299.979.6517.007.857.838.558.508.528.4510.179.158.077.887.84MIN: 8.41 / MAX: 11.08MIN: 7.98 / MAX: 83.03MIN: 7.67 / MAX: 258.52MIN: 7.59 / MAX: 472.81MIN: 7.35 / MAX: 277.79MIN: 7.75 / MAX: 8.69MIN: 7.71 / MAX: 8.8MIN: 7.85 / MAX: 10.35MIN: 7.79 / MAX: 9.94MIN: 7.81 / MAX: 10.78MIN: 7.79 / MAX: 10.32MIN: 7.94 / MAX: 150.01MIN: 7.84 / MAX: 198.46MIN: 7.92 / MAX: 8.86MIN: 7.79 / MAX: 8.78MIN: 7.74 / MAX: 8.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 8.42 / Avg: 9.65 / Max: 11.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1122334455SE +/- 0.24, N = 1527.0427.2528.5528.4049.7523.5423.5025.4525.0024.9125.1029.1224.9224.4523.9923.50MIN: 24.33 / MAX: 215.56MIN: 24.14 / MAX: 379.93MIN: 24.05 / MAX: 201.8MIN: 24.12 / MAX: 509.06MIN: 25.45 / MAX: 273.86MIN: 23.33 / MAX: 24.41MIN: 23.17 / MAX: 24.44MIN: 24.22 / MAX: 27.73MIN: 23.91 / MAX: 27.99MIN: 23.8 / MAX: 26.87MIN: 24.12 / MAX: 27.57MIN: 26.33 / MAX: 310.23MIN: 24.58 / MAX: 31.89MIN: 24.26 / MAX: 25.26MIN: 23.72 / MAX: 24.98MIN: 23.3 / MAX: 24.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1020304050Min: 27.41 / Avg: 28.4 / Max: 30.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.19, N = 157.617.755.816.1811.145.205.195.715.665.635.705.865.486.135.265.21MIN: 5.23 / MAX: 90.18MIN: 5.57 / MAX: 125.43MIN: 5.27 / MAX: 7.16MIN: 5.17 / MAX: 262.79MIN: 4.79 / MAX: 65.12MIN: 5.1 / MAX: 5.97MIN: 5.09 / MAX: 6.13MIN: 5.12 / MAX: 8.19MIN: 5.14 / MAX: 7.49MIN: 5.09 / MAX: 7.75MIN: 5.15 / MAX: 7.9MIN: 5.35 / MAX: 7.79MIN: 5.37 / MAX: 6.51MIN: 5.41 / MAX: 151.51MIN: 5.18 / MAX: 6.27MIN: 5.12 / MAX: 6.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 5.67 / Avg: 6.18 / Max: 8.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.23, N = 154.675.274.945.5511.004.304.314.674.654.654.665.014.714.834.284.29MIN: 4.28 / MAX: 5.7MIN: 4.78 / MAX: 7.7MIN: 4.51 / MAX: 6.64MIN: 4.2 / MAX: 281.58MIN: 4.33 / MAX: 199.92MIN: 4.24 / MAX: 4.99MIN: 4.25 / MAX: 5.13MIN: 4.28 / MAX: 6.29MIN: 4.28 / MAX: 6.42MIN: 4.26 / MAX: 6.13MIN: 4.29 / MAX: 6.1MIN: 4.6 / MAX: 6.68MIN: 4.65 / MAX: 5.57MIN: 4.76 / MAX: 5.74MIN: 4.24 / MAX: 5.12MIN: 4.24 / MAX: 5.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 4.58 / Avg: 5.55 / Max: 6.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb612182430SE +/- 0.22, N = 1513.6813.8211.3912.1124.0710.0710.0511.2110.9110.7911.1114.0511.2511.0510.3310.01MIN: 10.25 / MAX: 566.67MIN: 10.34 / MAX: 245.6MIN: 10.48 / MAX: 13.29MIN: 10.16 / MAX: 382.56MIN: 10.02 / MAX: 218.35MIN: 9.94 / MAX: 11.06MIN: 9.85 / MAX: 12.64MIN: 10.3 / MAX: 13.25MIN: 9.91 / MAX: 13.1MIN: 9.91 / MAX: 12.75MIN: 10.19 / MAX: 13.03MIN: 11.69 / MAX: 252.21MIN: 10.55 / MAX: 118.12MIN: 10.46 / MAX: 112.6MIN: 10.16 / MAX: 13.97MIN: 9.89 / MAX: 10.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb612182430Min: 11.02 / Avg: 12.11 / Max: 13.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb714212835SE +/- 0.14, N = 1515.6215.3415.3015.4229.3412.8212.8713.8313.6913.5513.8115.1113.0813.0712.8912.98MIN: 12.99 / MAX: 184MIN: 12.94 / MAX: 157.95MIN: 12.87 / MAX: 144.73MIN: 12.21 / MAX: 414.81MIN: 12.17 / MAX: 245.34MIN: 12.72 / MAX: 13.48MIN: 12.75 / MAX: 13.58MIN: 12.89 / MAX: 15.4MIN: 12.73 / MAX: 15.68MIN: 12.75 / MAX: 14.74MIN: 12.84 / MAX: 15.1MIN: 12.93 / MAX: 151.45MIN: 12.96 / MAX: 13.83MIN: 12.95 / MAX: 14.55MIN: 12.84 / MAX: 13.19MIN: 12.73 / MAX: 35.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb714212835Min: 13.95 / Avg: 15.42 / Max: 16.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.24, N = 159.379.309.328.3917.757.097.047.357.647.597.648.167.266.977.047.03MIN: 7.07 / MAX: 281.92MIN: 6.92 / MAX: 310.91MIN: 7.1 / MAX: 172.56MIN: 6.53 / MAX: 436.05MIN: 6.47 / MAX: 272.11MIN: 7.02 / MAX: 7.99MIN: 6.96 / MAX: 7.74MIN: 6.79 / MAX: 9.82MIN: 7.03 / MAX: 9.19MIN: 7.02 / MAX: 8.87MIN: 7.05 / MAX: 9.9MIN: 7.51 / MAX: 9.94MIN: 7.14 / MAX: 8.59MIN: 6.83 / MAX: 13.87MIN: 6.96 / MAX: 7.83MIN: 6.97 / MAX: 7.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 6.93 / Avg: 8.39 / Max: 9.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025SE +/- 0.21, N = 159.5517.158.139.0219.668.097.958.478.758.578.338.218.078.348.148.05MIN: 7.5 / MAX: 193.79MIN: 8.02 / MAX: 773.45MIN: 7.75 / MAX: 10.05MIN: 7.69 / MAX: 501.76MIN: 7.5 / MAX: 235.36MIN: 7.99 / MAX: 14.25MIN: 7.88 / MAX: 8.67MIN: 8.13 / MAX: 10.27MIN: 8.35 / MAX: 10.08MIN: 8.21 / MAX: 10.39MIN: 8.02 / MAX: 9.64MIN: 7.9 / MAX: 9.99MIN: 7.97 / MAX: 8.81MIN: 8.26 / MAX: 9.3MIN: 8.08 / MAX: 8.69MIN: 8 / MAX: 8.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025Min: 8.17 / Avg: 9.02 / Max: 10.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb20406080100SE +/- 0.18, N = 1538.9939.1238.7937.8681.7731.9331.8934.4734.3734.2734.2036.5533.3933.4731.7831.65MIN: 34.17 / MAX: 473.06MIN: 33.92 / MAX: 465.83MIN: 33.95 / MAX: 457.41MIN: 32.9 / MAX: 463.9MIN: 44.4 / MAX: 460.28MIN: 31.76 / MAX: 33.09MIN: 31.66 / MAX: 39.97MIN: 33.32 / MAX: 37.42MIN: 33.01 / MAX: 38.7MIN: 33.07 / MAX: 37.01MIN: 32.92 / MAX: 36.19MIN: 33 / MAX: 209.38MIN: 32.73 / MAX: 88.83MIN: 32.89 / MAX: 74.09MIN: 31.64 / MAX: 34.51MIN: 31.53 / MAX: 32.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1632486480Min: 36.43 / Avg: 37.86 / Max: 38.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.27, N = 144.064.162.934.339.184.114.044.044.194.184.205.693.973.854.084.07MIN: 3.91 / MAX: 5.78MIN: 4 / MAX: 5.58MIN: 2.84 / MAX: 3.38MIN: 2.59 / MAX: 433.58MIN: 3.64 / MAX: 122.65MIN: 4.07 / MAX: 4.21MIN: 4.01 / MAX: 4.15MIN: 3.89 / MAX: 5.01MIN: 4.04 / MAX: 5.47MIN: 4.03 / MAX: 5.07MIN: 4.06 / MAX: 4.86MIN: 3.69 / MAX: 261.71MIN: 3.92 / MAX: 4.75MIN: 3.8 / MAX: 4.65MIN: 4.05 / MAX: 4.36MIN: 4.03 / MAX: 5.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 2.69 / Avg: 4.33 / Max: 6.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.26, N = 1510.549.548.819.6216.348.018.008.388.888.468.439.058.208.657.958.00MIN: 8.41 / MAX: 134.08MIN: 8.94 / MAX: 10.54MIN: 8.32 / MAX: 10.7MIN: 7.76 / MAX: 502.83MIN: 8.13 / MAX: 80.69MIN: 7.95 / MAX: 8.35MIN: 7.94 / MAX: 8.78MIN: 7.95 / MAX: 10.41MIN: 8.31 / MAX: 10.01MIN: 7.99 / MAX: 10.62MIN: 7.99 / MAX: 10.66MIN: 8.48 / MAX: 11.28MIN: 8.12 / MAX: 9.4MIN: 8.55 / MAX: 9.53MIN: 7.89 / MAX: 8.79MIN: 7.95 / MAX: 8.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 8.22 / Avg: 9.62 / Max: 10.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.18, N = 154.453.314.993.667.243.173.163.233.403.303.293.283.173.163.153.15MIN: 2.65 / MAX: 216.76MIN: 3.12 / MAX: 4.6MIN: 3.1 / MAX: 201.8MIN: 3.01 / MAX: 437.59MIN: 3.04 / MAX: 261.68MIN: 3.12 / MAX: 4.03MIN: 3.11 / MAX: 3.51MIN: 3.06 / MAX: 4.66MIN: 3.23 / MAX: 4.8MIN: 3.12 / MAX: 4.7MIN: 3.12 / MAX: 4.64MIN: 3.09 / MAX: 5.28MIN: 3.13 / MAX: 3.58MIN: 3.1 / MAX: 3.71MIN: 3.11 / MAX: 3.85MIN: 3.11 / MAX: 3.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 3.21 / Avg: 3.66 / Max: 5.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep4080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.18, N = 152.614.903.123.658.063.153.203.333.273.273.263.153.153.173.16MIN: 2.5 / MAX: 3.12MIN: 3.17 / MAX: 120.84MIN: 2.99 / MAX: 5.09MIN: 2.87 / MAX: 347.75MIN: 2.96 / MAX: 219.87MIN: 3.11 / MAX: 3.83MIN: 3.06 / MAX: 3.84MIN: 3.19 / MAX: 4.2MIN: 3.14 / MAX: 3.99MIN: 3.12 / MAX: 5.24MIN: 3.12 / MAX: 4.19MIN: 3.1 / MAX: 3.87MIN: 3.1 / MAX: 3.8MIN: 3.11 / MAX: 8.89MIN: 3.11 / MAX: 3.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep4080 zzz4080 xxx4080 rep4080igfcb3691215Min: 3.08 / Avg: 3.65 / Max: 4.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1.10032.20063.30094.40125.5015SE +/- 0.22, N = 153.173.403.343.954.893.363.343.373.513.443.443.363.353.333.333.33MIN: 3.04 / MAX: 3.78MIN: 3.26 / MAX: 4.84MIN: 3.23 / MAX: 4.78MIN: 3.19 / MAX: 410.41MIN: 3.04 / MAX: 18.32MIN: 3.32 / MAX: 3.7MIN: 3.31 / MAX: 3.6MIN: 3.25 / MAX: 3.95MIN: 3.37 / MAX: 4.26MIN: 3.32 / MAX: 4.16MIN: 3.31 / MAX: 4.88MIN: 3.25 / MAX: 4.02MIN: 3.31 / MAX: 4.01MIN: 3.29 / MAX: 3.99MIN: 3.31 / MAX: 3.81MIN: 3.3 / MAX: 3.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810Min: 3.33 / Avg: 3.95 / Max: 5.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.16, N = 142.543.103.003.376.022.972.973.013.133.073.092.992.982.962.962.96MIN: 2.44 / MAX: 3.58MIN: 2.97 / MAX: 3.72MIN: 2.89 / MAX: 3.46MIN: 2.86 / MAX: 278.87MIN: 2.79 / MAX: 50.49MIN: 2.94 / MAX: 3.39MIN: 2.92 / MAX: 3.28MIN: 2.91 / MAX: 3.6MIN: 3 / MAX: 5.1MIN: 2.94 / MAX: 3.72MIN: 2.94 / MAX: 3.79MIN: 2.86 / MAX: 4.38MIN: 2.95 / MAX: 3.63MIN: 2.92 / MAX: 3.81MIN: 2.93 / MAX: 3.41MIN: 2.93 / MAX: 3.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810Min: 2.99 / Avg: 3.37 / Max: 4.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.18, N = 155.266.284.184.737.813.853.853.954.224.044.054.214.633.853.823.85MIN: 3.48 / MAX: 250.88MIN: 3.91 / MAX: 337.73MIN: 4 / MAX: 5.25MIN: 3.79 / MAX: 418.72MIN: 3.73 / MAX: 159.47MIN: 3.81 / MAX: 4.62MIN: 3.8 / MAX: 4.43MIN: 3.76 / MAX: 4.84MIN: 4 / MAX: 5.58MIN: 3.81 / MAX: 5.08MIN: 3.83 / MAX: 5MIN: 3.96 / MAX: 4.94MIN: 3.8 / MAX: 159.43MIN: 3.8 / MAX: 4.6MIN: 3.78 / MAX: 4.53MIN: 3.82 / MAX: 4.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 4.05 / Avg: 4.73 / Max: 5.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb0.71551.4312.14652.8623.5775SE +/- 0.18, N = 151.071.411.331.713.181.381.361.391.421.451.421.251.381.371.361.37MIN: 1.02 / MAX: 1.52MIN: 1.35 / MAX: 1.89MIN: 1.27 / MAX: 1.98MIN: 1.09 / MAX: 448.17MIN: 1.31 / MAX: 185.03MIN: 1.36 / MAX: 1.9MIN: 1.34 / MAX: 1.61MIN: 1.34 / MAX: 1.89MIN: 1.36 / MAX: 1.92MIN: 1.36 / MAX: 8.73MIN: 1.35 / MAX: 2.15MIN: 1.19 / MAX: 2.61MIN: 1.36 / MAX: 1.76MIN: 1.35 / MAX: 1.62MIN: 1.34 / MAX: 1.44MIN: 1.35 / MAX: 1.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810Min: 1.15 / Avg: 1.71 / Max: 3.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025SE +/- 0.21, N = 1510.018.908.879.8620.727.857.828.378.998.588.4910.198.357.947.837.97MIN: 7.29 / MAX: 259.11MIN: 8.22 / MAX: 11.07MIN: 8.18 / MAX: 11.09MIN: 7.54 / MAX: 396.21MIN: 7.49 / MAX: 355.33MIN: 7.75 / MAX: 8.64MIN: 7.69 / MAX: 8.6MIN: 7.76 / MAX: 10.31MIN: 8.25 / MAX: 10.27MIN: 7.79 / MAX: 10.48MIN: 7.82 / MAX: 11.98MIN: 7.73 / MAX: 212.36MIN: 8.2 / MAX: 9.39MIN: 7.8 / MAX: 8.78MIN: 7.74 / MAX: 8.61MIN: 7.89 / MAX: 8.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025Min: 8.58 / Avg: 9.86 / Max: 10.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1224364860SE +/- 0.27, N = 1527.7727.5928.2128.4055.4223.4323.5025.2626.0825.0425.0429.0724.7124.1223.5423.42MIN: 24.82 / MAX: 264.66MIN: 24.34 / MAX: 396.09MIN: 24.57 / MAX: 270.76MIN: 23.98 / MAX: 456MIN: 25.32 / MAX: 281.46MIN: 23.26 / MAX: 24.3MIN: 23.23 / MAX: 24.26MIN: 24.14 / MAX: 27.73MIN: 24.52 / MAX: 27.73MIN: 23.81 / MAX: 27.15MIN: 23.87 / MAX: 28.04MIN: 24.45 / MAX: 263.33MIN: 23.88 / MAX: 119.23MIN: 23.57 / MAX: 46.44MIN: 23.32 / MAX: 24.54MIN: 23.27 / MAX: 24.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1122334455Min: 27.16 / Avg: 28.4 / Max: 30.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.16, N = 155.845.815.976.2313.385.245.235.595.895.695.655.855.505.305.235.42MIN: 5.35 / MAX: 7.72MIN: 5.3 / MAX: 6.82MIN: 5.46 / MAX: 7.02MIN: 4.99 / MAX: 309.18MIN: 5.43 / MAX: 208.42MIN: 5.14 / MAX: 5.99MIN: 5.1 / MAX: 6.07MIN: 5.09 / MAX: 7.7MIN: 5.36 / MAX: 7.53MIN: 5.11 / MAX: 6.94MIN: 5.14 / MAX: 6.93MIN: 5.3 / MAX: 8.27MIN: 5.4 / MAX: 6.38MIN: 5.17 / MAX: 5.93MIN: 5.11 / MAX: 6.03MIN: 5.36 / MAX: 6.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 5.49 / Avg: 6.23 / Max: 7.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215SE +/- 0.23, N = 156.116.586.115.679.864.304.304.655.214.694.694.994.864.354.304.42MIN: 4.83 / MAX: 124.76MIN: 4.61 / MAX: 91.07MIN: 4.73 / MAX: 81.72MIN: 4.21 / MAX: 365.75MIN: 4.25 / MAX: 157.02MIN: 4.25 / MAX: 4.7MIN: 4.25 / MAX: 5.08MIN: 4.26 / MAX: 5.97MIN: 4.79 / MAX: 6.66MIN: 4.26 / MAX: 7.17MIN: 4.26 / MAX: 6.15MIN: 4.59 / MAX: 6.56MIN: 4.8 / MAX: 6.37MIN: 4.27 / MAX: 5.16MIN: 4.26 / MAX: 5.16MIN: 4.32 / MAX: 5.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 4.61 / Avg: 5.67 / Max: 6.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb612182430SE +/- 0.27, N = 1513.1313.5714.5812.3523.1110.019.9711.0911.5010.8410.9511.1510.4310.2510.039.87MIN: 10.56 / MAX: 323.44MIN: 10.45 / MAX: 199.55MIN: 10.67 / MAX: 324.82MIN: 9.83 / MAX: 424.28MIN: 10.22 / MAX: 140.41MIN: 9.91 / MAX: 10.74MIN: 9.86 / MAX: 10.84MIN: 10.18 / MAX: 13.12MIN: 10.5 / MAX: 13.47MIN: 9.93 / MAX: 12.83MIN: 9.91 / MAX: 17.11MIN: 10.31 / MAX: 12.97MIN: 10.19 / MAX: 11.32MIN: 10.05 / MAX: 11.08MIN: 9.93 / MAX: 10.96MIN: 9.79 / MAX: 10.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb510152025Min: 10.66 / Avg: 12.35 / Max: 13.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb714212835SE +/- 0.23, N = 1516.6116.3915.4415.4429.4912.8412.8813.6213.9513.6813.7915.4313.3514.3412.8612.77MIN: 12.32 / MAX: 375.99MIN: 12.97 / MAX: 369.64MIN: 12.92 / MAX: 211.43MIN: 12.61 / MAX: 387.62MIN: 13.03 / MAX: 182.99MIN: 12.76 / MAX: 13.7MIN: 12.75 / MAX: 13.79MIN: 12.75 / MAX: 15.79MIN: 13.03 / MAX: 15.9MIN: 12.77 / MAX: 15.57MIN: 12.79 / MAX: 15.92MIN: 13.1 / MAX: 210.2MIN: 12.87 / MAX: 58.52MIN: 14.23 / MAX: 15.12MIN: 12.76 / MAX: 13.98MIN: 12.69 / MAX: 13.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb714212835Min: 13.37 / Avg: 15.44 / Max: 16.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.19, N = 157.727.817.938.2916.157.087.047.517.707.637.668.337.317.097.077.14MIN: 7.12 / MAX: 23.25MIN: 7.24 / MAX: 9.04MIN: 7.31 / MAX: 9.45MIN: 6.37 / MAX: 448.22MIN: 7.25 / MAX: 210.69MIN: 7.01 / MAX: 7.93MIN: 6.97 / MAX: 7.76MIN: 6.94 / MAX: 9.51MIN: 7.11 / MAX: 9.19MIN: 7.02 / MAX: 9.71MIN: 7.02 / MAX: 9.08MIN: 6.32 / MAX: 222.03MIN: 6.96 / MAX: 30.1MIN: 6.98 / MAX: 8.01MIN: 7.01 / MAX: 7.75MIN: 7.06 / MAX: 7.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 7.3 / Avg: 8.29 / Max: 9.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620SE +/- 0.25, N = 147.7310.349.608.8917.238.258.018.108.588.448.457.997.998.507.988.27MIN: 7.43 / MAX: 9.41MIN: 8.21 / MAX: 214.16MIN: 7.66 / MAX: 210.23MIN: 7.74 / MAX: 476.28MIN: 7.8 / MAX: 193.14MIN: 8.12 / MAX: 14MIN: 7.93 / MAX: 8.35MIN: 7.77 / MAX: 15.42MIN: 8.23 / MAX: 10.39MIN: 8.04 / MAX: 10.17MIN: 8.05 / MAX: 10.3MIN: 7.62 / MAX: 9.27MIN: 7.91 / MAX: 8.8MIN: 8.04 / MAX: 30.12MIN: 7.93 / MAX: 8.65MIN: 8.22 / MAX: 9.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb48121620Min: 8.06 / Avg: 8.89 / Max: 10.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1632486480SE +/- 0.13, N = 1538.5838.7339.0138.2973.5132.1131.8634.0535.4034.2934.1338.3332.6833.3631.6631.71MIN: 33.77 / MAX: 476.18MIN: 33.81 / MAX: 362.17MIN: 33.91 / MAX: 411.66MIN: 32.31 / MAX: 557.38MIN: 39.27 / MAX: 288.2MIN: 31.94 / MAX: 33.01MIN: 31.58 / MAX: 35.84MIN: 32.83 / MAX: 38.57MIN: 33.93 / MAX: 39.3MIN: 33.11 / MAX: 40.12MIN: 32.98 / MAX: 36.11MIN: 34.14 / MAX: 246.43MIN: 32.02 / MAX: 87.72MIN: 32.83 / MAX: 76.21MIN: 31.52 / MAX: 32.14MIN: 31.56 / MAX: 33.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb1428425670Min: 37.24 / Avg: 38.29 / Max: 39.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb246810SE +/- 0.15, N = 155.924.163.944.268.634.104.044.124.314.094.204.433.974.203.694.06MIN: 4.25 / MAX: 103.26MIN: 4.03 / MAX: 4.73MIN: 3.8 / MAX: 5.41MIN: 2.71 / MAX: 347.03MIN: 4.27 / MAX: 144.3MIN: 4.06 / MAX: 4.21MIN: 4 / MAX: 4.15MIN: 3.97 / MAX: 6.99MIN: 4.14 / MAX: 6.11MIN: 3.92 / MAX: 5.5MIN: 4.04 / MAX: 5.82MIN: 4.28 / MAX: 5.01MIN: 3.93 / MAX: 4.73MIN: 4.15 / MAX: 4.92MIN: 3.66 / MAX: 3.92MIN: 4.03 / MAX: 4.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfcb3691215Min: 2.85 / Avg: 4.26 / Max: 5.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

VkResample

VkResample is a Vulkan-based image upscaling library based on VkFFT. The sample input file is upscaling a 4K image to 8K using Vulkan-based GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Doublenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfed110220330440550SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3172.89173.04172.8824.8124.75371.42371.70288.03288.04288.17288.20500.01500.01500.01500.02500.011. (CXX) g++ options: -O3
OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Doublenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080igfed90180270360450Min: 24.8 / Avg: 24.81 / Max: 24.82Min: 500.01 / Avg: 500.02 / Max: 500.02Min: 500.01 / Avg: 500.01 / Max: 500.021. (CXX) g++ options: -O3

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig510152025SE +/- 0.27, N = 159.418.3710.189.6218.398.048.118.468.468.408.8410.028.50MIN: 8.98 / MAX: 11.38MIN: 7.98 / MAX: 10.71MIN: 8.18 / MAX: 235.56MIN: 7.71 / MAX: 449.11MIN: 7.92 / MAX: 173.39MIN: 7.96 / MAX: 9.01MIN: 8.02 / MAX: 14.2MIN: 7.97 / MAX: 10.56MIN: 7.95 / MAX: 10.34MIN: 7.93 / MAX: 15.25MIN: 8.31 / MAX: 10.98MIN: 8.07 / MAX: 266.25MIN: 8.42 / MAX: 9.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig510152025Min: 8.14 / Avg: 9.62 / Max: 10.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810SE +/- 0.15, N = 155.103.343.323.668.353.193.153.283.273.273.283.293.17MIN: 3.14 / MAX: 138.88MIN: 3.14 / MAX: 4.45MIN: 3.12 / MAX: 4.24MIN: 3.01 / MAX: 311.25MIN: 3.08 / MAX: 103.38MIN: 3.13 / MAX: 4MIN: 3.1 / MAX: 3.68MIN: 3.09 / MAX: 4.98MIN: 3.11 / MAX: 4.73MIN: 3.08 / MAX: 5.18MIN: 3.11 / MAX: 4.16MIN: 3.1 / MAX: 3.96MIN: 3.1 / MAX: 5.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215Min: 3.25 / Avg: 3.66 / Max: 4.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti307030904080 zzz4080 xxx4080 repig246810SE +/- 0.18, N = 153.263.333.303.626.563.163.243.263.243.263.16MIN: 3.13 / MAX: 3.96MIN: 3.19 / MAX: 4.79MIN: 3.14 / MAX: 4.82MIN: 3 / MAX: 469.9MIN: 3.07 / MAX: 110.87MIN: 3.11 / MAX: 3.77MIN: 3.1 / MAX: 3.88MIN: 3.13 / MAX: 4.08MIN: 3.11 / MAX: 4.37MIN: 3.11 / MAX: 4.7MIN: 3.12 / MAX: 3.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti307030904080 zzz4080 xxx4080 repig3691215Min: 3.15 / Avg: 3.62 / Max: 5.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810SE +/- 0.16, N = 153.515.275.093.758.003.373.333.433.433.393.463.433.34MIN: 3.38 / MAX: 4.05MIN: 3.27 / MAX: 191.55MIN: 3.33 / MAX: 161.5MIN: 3.2 / MAX: 361.52MIN: 3.16 / MAX: 190.15MIN: 3.33 / MAX: 3.8MIN: 3.29 / MAX: 3.67MIN: 3.29 / MAX: 3.87MIN: 3.31 / MAX: 3.95MIN: 3.26 / MAX: 3.91MIN: 3.3 / MAX: 5.74MIN: 3.3 / MAX: 4.89MIN: 3.31 / MAX: 4.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215Min: 3.32 / Avg: 3.75 / Max: 51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig1.03282.06563.09844.13125.164SE +/- 0.14, N = 153.163.133.173.344.592.992.963.083.053.033.063.072.97MIN: 3.02 / MAX: 4.6MIN: 3.01 / MAX: 3.62MIN: 3.03 / MAX: 3.66MIN: 2.68 / MAX: 393.6MIN: 2.88 / MAX: 20.12MIN: 2.96 / MAX: 3.32MIN: 2.93 / MAX: 3.31MIN: 2.93 / MAX: 4.42MIN: 2.91 / MAX: 3.67MIN: 2.91 / MAX: 4.45MIN: 2.94 / MAX: 3.67MIN: 2.93 / MAX: 3.84MIN: 2.93 / MAX: 3.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810Min: 2.95 / Avg: 3.34 / Max: 4.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810SE +/- 0.19, N = 154.124.044.364.608.413.873.834.014.023.984.064.193.84MIN: 3.86 / MAX: 5.39MIN: 3.85 / MAX: 4.9MIN: 4.14 / MAX: 5.24MIN: 3.79 / MAX: 336.2MIN: 3.76 / MAX: 67.73MIN: 3.81 / MAX: 4.62MIN: 3.78 / MAX: 4.4MIN: 3.79 / MAX: 5.39MIN: 3.8 / MAX: 5.14MIN: 3.77 / MAX: 5.44MIN: 3.85 / MAX: 4.97MIN: 4.01 / MAX: 5.09MIN: 3.78 / MAX: 4.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215Min: 4 / Avg: 4.6 / Max: 6.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig0.39830.79661.19491.59321.9915SE +/- 0.12, N = 141.181.461.161.491.771.391.361.421.421.411.431.411.38MIN: 1.11 / MAX: 1.85MIN: 1.39 / MAX: 2.91MIN: 1.1 / MAX: 2MIN: 1.05 / MAX: 379.08MIN: 1.08 / MAX: 12.53MIN: 1.37 / MAX: 1.52MIN: 1.34 / MAX: 1.46MIN: 1.34 / MAX: 2.84MIN: 1.35 / MAX: 2MIN: 1.34 / MAX: 2.1MIN: 1.36 / MAX: 2.06MIN: 1.35 / MAX: 2.02MIN: 1.35 / MAX: 2.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810Min: 1.1 / Avg: 1.49 / Max: 2.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig510152025SE +/- 0.24, N = 158.6110.3810.879.8418.607.897.868.428.438.498.4010.477.96MIN: 7.95 / MAX: 10.07MIN: 7.96 / MAX: 255.68MIN: 8.37 / MAX: 194.11MIN: 7.3 / MAX: 438.04MIN: 8.02 / MAX: 292.16MIN: 7.79 / MAX: 8.84MIN: 7.74 / MAX: 8.62MIN: 7.78 / MAX: 10.7MIN: 7.77 / MAX: 10.4MIN: 7.74 / MAX: 10.76MIN: 7.71 / MAX: 10.64MIN: 8.21 / MAX: 350.07MIN: 7.81 / MAX: 9.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig510152025Min: 8.02 / Avg: 9.84 / Max: 11.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig1224364860SE +/- 0.30, N = 1527.8929.1231.5728.6355.4823.5223.5525.1625.4025.0525.4827.4324.04MIN: 24.5 / MAX: 463.23MIN: 24.62 / MAX: 266.39MIN: 26.09 / MAX: 318.58MIN: 24.13 / MAX: 500.18MIN: 25.94 / MAX: 298.67MIN: 23.33 / MAX: 25.08MIN: 23.31 / MAX: 24.48MIN: 23.97 / MAX: 27.81MIN: 24.05 / MAX: 27.09MIN: 23.78 / MAX: 26.95MIN: 23.88 / MAX: 51.68MIN: 24.65 / MAX: 251.37MIN: 23.48 / MAX: 73.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig1122334455Min: 26.92 / Avg: 28.63 / Max: 30.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215SE +/- 0.23, N = 158.166.056.586.5712.145.225.195.605.675.615.615.885.28MIN: 5.39 / MAX: 397.44MIN: 5.53 / MAX: 7.66MIN: 6.04 / MAX: 7.81MIN: 4.91 / MAX: 391.33MIN: 5.28 / MAX: 151.53MIN: 5.13 / MAX: 6.1MIN: 5.09 / MAX: 6MIN: 5.09 / MAX: 7.51MIN: 5.1 / MAX: 8.06MIN: 5.07 / MAX: 7.08MIN: 5.09 / MAX: 7.91MIN: 5.36 / MAX: 8.2MIN: 5.16 / MAX: 6.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig48121620Min: 5.4 / Avg: 6.57 / Max: 7.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215SE +/- 0.22, N = 155.145.335.145.5310.084.314.314.684.674.724.615.104.35MIN: 4.65 / MAX: 6.81MIN: 4.83 / MAX: 6.6MIN: 4.76 / MAX: 6.16MIN: 4.22 / MAX: 362.62MIN: 4.36 / MAX: 225.66MIN: 4.26 / MAX: 5.07MIN: 4.25 / MAX: 4.94MIN: 4.26 / MAX: 6.8MIN: 4.27 / MAX: 6.36MIN: 4.25 / MAX: 7.3MIN: 4.24 / MAX: 7.25MIN: 4.75 / MAX: 6.12MIN: 4.28 / MAX: 5.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215Min: 4.6 / Avg: 5.53 / Max: 6.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig612182430SE +/- 0.23, N = 1513.6312.1714.0812.7323.5910.0410.3810.9110.9110.8011.4013.1010.33MIN: 10.52 / MAX: 488.94MIN: 11.25 / MAX: 13.79MIN: 10.29 / MAX: 247.29MIN: 9.84 / MAX: 518.97MIN: 9.96 / MAX: 177.63MIN: 9.94 / MAX: 10.89MIN: 9.88 / MAX: 18.75MIN: 9.94 / MAX: 14.83MIN: 9.91 / MAX: 13.07MIN: 9.89 / MAX: 12.54MIN: 10.5 / MAX: 13.51MIN: 10.59 / MAX: 267.95MIN: 10.2 / MAX: 11.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig612182430Min: 11.4 / Avg: 12.73 / Max: 13.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig714212835SE +/- 0.28, N = 1517.3015.4515.5515.2129.8012.8613.1013.6113.6213.5513.8613.7713.14MIN: 14.66 / MAX: 441.3MIN: 12.65 / MAX: 445.76MIN: 13.11 / MAX: 307.2MIN: 12.34 / MAX: 380.51MIN: 12.85 / MAX: 216.34MIN: 12.76 / MAX: 13.73MIN: 13.01 / MAX: 14.17MIN: 12.67 / MAX: 19.72MIN: 12.71 / MAX: 15.65MIN: 12.72 / MAX: 15.51MIN: 13.04 / MAX: 15.04MIN: 12.96 / MAX: 14.66MIN: 13 / MAX: 14.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig714212835Min: 13.46 / Avg: 15.21 / Max: 16.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig48121620SE +/- 0.25, N = 149.219.167.578.2815.407.097.047.627.677.557.667.217.14MIN: 6.83 / MAX: 203.62MIN: 6.73 / MAX: 423.75MIN: 7.02 / MAX: 9MIN: 6.38 / MAX: 381.81MIN: 6.64 / MAX: 132.68MIN: 7.01 / MAX: 7.97MIN: 6.96 / MAX: 7.7MIN: 7 / MAX: 9.93MIN: 7.04 / MAX: 9.1MIN: 6.99 / MAX: 9.08MIN: 7.09 / MAX: 8.97MIN: 6.73 / MAX: 8.82MIN: 7.03 / MAX: 7.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig48121620Min: 6.83 / Avg: 8.28 / Max: 9.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig48121620SE +/- 0.21, N = 1510.098.648.109.1917.888.347.998.498.528.248.618.468.38MIN: 7.84 / MAX: 366.66MIN: 8.3 / MAX: 10.51MIN: 7.65 / MAX: 10.05MIN: 7.44 / MAX: 524.66MIN: 7.38 / MAX: 190.77MIN: 8.26 / MAX: 9.09MIN: 7.92 / MAX: 8.78MIN: 8.08 / MAX: 9.72MIN: 8.13 / MAX: 9.73MIN: 7.91 / MAX: 9.53MIN: 8.21 / MAX: 10.07MIN: 8.08 / MAX: 10.33MIN: 8.05 / MAX: 27.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig510152025Min: 8.15 / Avg: 9.19 / Max: 10.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig1632486480SE +/- 0.20, N = 1539.1838.1738.3837.8871.0832.0933.2234.1034.2334.1034.9138.0133.32MIN: 33.74 / MAX: 520.24MIN: 32.97 / MAX: 462.63MIN: 33.53 / MAX: 477.38MIN: 32.46 / MAX: 518.57MIN: 38.84 / MAX: 374.68MIN: 31.84 / MAX: 32.77MIN: 33.04 / MAX: 36.99MIN: 32.32 / MAX: 38.54MIN: 33.08 / MAX: 37.43MIN: 32.43 / MAX: 38.75MIN: 33.72 / MAX: 36.82MIN: 32.96 / MAX: 388.09MIN: 31.83 / MAX: 104.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig1428425670Min: 36.1 / Avg: 37.88 / Max: 38.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig246810SE +/- 0.20, N = 152.813.964.034.416.934.084.034.204.174.144.283.833.92MIN: 2.68 / MAX: 4.38MIN: 3.79 / MAX: 11.36MIN: 3.89 / MAX: 4.63MIN: 2.06 / MAX: 295.24MIN: 2.57 / MAX: 163.84MIN: 4.04 / MAX: 4.29MIN: 3.99 / MAX: 4.22MIN: 4.01 / MAX: 11.47MIN: 4.03 / MAX: 5.63MIN: 4 / MAX: 5.6MIN: 4.13 / MAX: 4.85MIN: 3.7 / MAX: 4.57MIN: 3.88 / MAX: 4.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080ig3691215Min: 3.12 / Avg: 4.41 / Max: 5.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620SE +/- 0.25, N = 158.939.029.169.5217.098.058.039.198.318.388.43MIN: 8.33 / MAX: 11.07MIN: 8.42 / MAX: 11.17MIN: 8.5 / MAX: 10.51MIN: 7.97 / MAX: 420.29MIN: 7.89 / MAX: 121.53MIN: 7.96 / MAX: 9.04MIN: 7.96 / MAX: 8.83MIN: 8.51 / MAX: 11.04MIN: 7.85 / MAX: 10.21MIN: 7.94 / MAX: 10.07MIN: 8.03 / MAX: 9.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620Min: 8.37 / Avg: 9.52 / Max: 10.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801.22852.4573.68554.9146.1425SE +/- 0.18, N = 153.423.363.483.665.463.173.123.283.143.273.29MIN: 3.15 / MAX: 25.1MIN: 3.17 / MAX: 4.8MIN: 3.32 / MAX: 4.99MIN: 2.73 / MAX: 398.42MIN: 3.27 / MAX: 38.65MIN: 3.12 / MAX: 3.89MIN: 3.07 / MAX: 3.62MIN: 3.11 / MAX: 4.26MIN: 3 / MAX: 3.85MIN: 3.08 / MAX: 4.68MIN: 3.12 / MAX: 3.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810Min: 2.94 / Avg: 3.66 / Max: 5.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801.34782.69564.04345.39126.739SE +/- 0.13, N = 133.173.343.623.445.993.183.133.263.053.313.26MIN: 3.04 / MAX: 4.3MIN: 3.19 / MAX: 3.99MIN: 3.47 / MAX: 4.24MIN: 2.65 / MAX: 361.91MIN: 3.05 / MAX: 26.81MIN: 3.13 / MAX: 3.61MIN: 3.09 / MAX: 3.68MIN: 3.12 / MAX: 4.74MIN: 2.94 / MAX: 3.56MIN: 3.16 / MAX: 3.93MIN: 3.13 / MAX: 4.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810Min: 2.78 / Avg: 3.44 / Max: 4.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801.25782.51563.77345.03126.289SE +/- 0.20, N = 153.503.483.523.895.593.343.323.443.343.443.48MIN: 3.37 / MAX: 4.2MIN: 3.34 / MAX: 4.1MIN: 3.38 / MAX: 4.23MIN: 3.08 / MAX: 345.39MIN: 3.32 / MAX: 42.33MIN: 3.3 / MAX: 3.79MIN: 3.29 / MAX: 3.79MIN: 3.31 / MAX: 4.85MIN: 3.22 / MAX: 3.97MIN: 3.31 / MAX: 4.32MIN: 3.34 / MAX: 4.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810Min: 3.21 / Avg: 3.89 / Max: 5.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810SE +/- 0.04, N = 153.074.994.933.106.062.972.943.082.983.063.10MIN: 2.93 / MAX: 4.52MIN: 3.02 / MAX: 235.56MIN: 2.97 / MAX: 124.96MIN: 2.61 / MAX: 4.75MIN: 2.96 / MAX: 42.7MIN: 2.94 / MAX: 3.45MIN: 2.9 / MAX: 3.34MIN: 2.95 / MAX: 3.88MIN: 2.86 / MAX: 4.47MIN: 2.93 / MAX: 5.02MIN: 2.95 / MAX: 4.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810Min: 2.76 / Avg: 3.1 / Max: 3.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215SE +/- 0.13, N = 154.104.414.154.379.813.853.884.053.974.014.04MIN: 3.87 / MAX: 6.14MIN: 4.21 / MAX: 5.82MIN: 3.93 / MAX: 5.94MIN: 3.85 / MAX: 366.28MIN: 3.87 / MAX: 165.38MIN: 3.78 / MAX: 4.83MIN: 3.83 / MAX: 4.72MIN: 3.83 / MAX: 5.42MIN: 3.79 / MAX: 5.93MIN: 3.81 / MAX: 6.04MIN: 3.84 / MAX: 4.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215Min: 4.03 / Avg: 4.37 / Max: 5.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40800.67281.34562.01842.69123.364SE +/- 0.03, N = 151.261.411.421.342.991.371.381.411.311.421.44MIN: 1.2 / MAX: 1.76MIN: 1.35 / MAX: 1.91MIN: 1.36 / MAX: 1.92MIN: 1.06 / MAX: 2.66MIN: 1.22 / MAX: 149.55MIN: 1.35 / MAX: 1.48MIN: 1.36 / MAX: 1.53MIN: 1.34 / MAX: 1.88MIN: 1.25 / MAX: 3.14MIN: 1.35 / MAX: 2.89MIN: 1.37 / MAX: 2.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810Min: 1.12 / Avg: 1.34 / Max: 1.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620SE +/- 0.19, N = 158.3510.399.059.9016.977.867.848.558.268.428.79MIN: 7.7 / MAX: 10.46MIN: 7.87 / MAX: 391.66MIN: 8.26 / MAX: 13.34MIN: 7.76 / MAX: 396.66MIN: 7.44 / MAX: 229.93MIN: 7.75 / MAX: 8.71MIN: 7.74 / MAX: 8.72MIN: 7.86 / MAX: 10.08MIN: 7.62 / MAX: 10.47MIN: 7.77 / MAX: 10.52MIN: 8.08 / MAX: 10.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620Min: 8.66 / Avg: 9.9 / Max: 10.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801122334455SE +/- 0.28, N = 1528.1429.1727.4428.5349.7023.3823.5126.0925.3325.5625.67MIN: 24.24 / MAX: 221.5MIN: 24.61 / MAX: 264.85MIN: 24.06 / MAX: 264.59MIN: 23.95 / MAX: 473.83MIN: 25.55 / MAX: 421.44MIN: 23.19 / MAX: 24.27MIN: 23.27 / MAX: 24.38MIN: 24.58 / MAX: 30.18MIN: 24.26 / MAX: 34.98MIN: 24.24 / MAX: 27.92MIN: 24.46 / MAX: 27.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801020304050Min: 26.68 / Avg: 28.53 / Max: 30.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215SE +/- 0.20, N = 157.385.907.526.4011.305.205.215.745.655.675.92MIN: 5.15 / MAX: 138.85MIN: 5.43 / MAX: 7.49MIN: 5.45 / MAX: 290.49MIN: 5.1 / MAX: 457.07MIN: 5.3 / MAX: 181.7MIN: 5.1 / MAX: 6.09MIN: 5.09 / MAX: 6.13MIN: 5.18 / MAX: 8.08MIN: 5.18 / MAX: 6.76MIN: 5.19 / MAX: 7.38MIN: 5.37 / MAX: 8.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215Min: 5.58 / Avg: 6.4 / Max: 7.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215SE +/- 0.16, N = 154.695.254.675.3411.894.304.324.704.714.644.98MIN: 4.28 / MAX: 6.33MIN: 4.86 / MAX: 6.33MIN: 4.28 / MAX: 6MIN: 4.25 / MAX: 221.78MIN: 4.34 / MAX: 229.18MIN: 4.24 / MAX: 5.11MIN: 4.25 / MAX: 5.33MIN: 4.28 / MAX: 5.92MIN: 4.26 / MAX: 7.21MIN: 4.24 / MAX: 6MIN: 4.59 / MAX: 7.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215Min: 4.65 / Avg: 5.34 / Max: 7.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080612182430SE +/- 0.25, N = 1513.1311.5112.4012.4223.449.9810.0712.5011.2211.0711.48MIN: 10.18 / MAX: 247.5MIN: 10.56 / MAX: 13.22MIN: 11.44 / MAX: 14.43MIN: 10.23 / MAX: 444.76MIN: 10.17 / MAX: 219.36MIN: 9.85 / MAX: 11.35MIN: 9.95 / MAX: 10.88MIN: 11.47 / MAX: 14.56MIN: 10.33 / MAX: 12.81MIN: 10.16 / MAX: 13.16MIN: 10.56 / MAX: 12.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080510152025Min: 11.13 / Avg: 12.42 / Max: 13.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080714212835SE +/- 0.19, N = 1515.5515.4015.9515.0028.7312.9012.9715.2613.5213.7313.93MIN: 12.87 / MAX: 342.3MIN: 13 / MAX: 245.79MIN: 13.38 / MAX: 245.18MIN: 12.75 / MAX: 401.37MIN: 12.83 / MAX: 264.49MIN: 12.77 / MAX: 13.92MIN: 12.83 / MAX: 13.8MIN: 14.19 / MAX: 17.06MIN: 12.72 / MAX: 21.19MIN: 12.78 / MAX: 20.99MIN: 13.08 / MAX: 15.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080612182430Min: 13.64 / Avg: 15 / Max: 15.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080510152025SE +/- 0.24, N = 157.029.469.818.6518.837.087.058.067.277.627.71MIN: 6.38 / MAX: 9.36MIN: 7.03 / MAX: 160.39MIN: 7.16 / MAX: 389.1MIN: 6.64 / MAX: 544.17MIN: 6.71 / MAX: 206.11MIN: 7 / MAX: 7.94MIN: 6.97 / MAX: 7.95MIN: 7.42 / MAX: 9.25MIN: 6.74 / MAX: 8.84MIN: 7.01 / MAX: 14.37MIN: 7.15 / MAX: 9.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080510152025Min: 7.31 / Avg: 8.65 / Max: 9.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620SE +/- 0.24, N = 1510.0310.699.879.0517.618.078.338.378.258.358.67MIN: 7.81 / MAX: 171.2MIN: 8.17 / MAX: 339.6MIN: 7.81 / MAX: 243.06MIN: 7.52 / MAX: 417.33MIN: 7.85 / MAX: 165.34MIN: 7.99 / MAX: 8.88MIN: 8.25 / MAX: 9.32MIN: 8.04 / MAX: 10.13MIN: 7.93 / MAX: 9.88MIN: 8.05 / MAX: 9.76MIN: 8.3 / MAX: 14.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep408048121620Min: 7.96 / Avg: 9.05 / Max: 10.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801632486480SE +/- 0.11, N = 1538.4639.0338.6238.2770.2931.9731.9435.3633.9033.9335.60MIN: 32.39 / MAX: 435.46MIN: 33.61 / MAX: 343.67MIN: 33.33 / MAX: 465MIN: 32.29 / MAX: 507.7MIN: 39.39 / MAX: 250.19MIN: 31.71 / MAX: 33.78MIN: 31.72 / MAX: 34.34MIN: 33.87 / MAX: 42.41MIN: 32.72 / MAX: 37.77MIN: 32.77 / MAX: 36.2MIN: 34.13 / MAX: 38.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40801428425670Min: 37.21 / Avg: 38.27 / Max: 38.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep4080246810SE +/- 0.27, N = 152.644.114.454.326.714.073.834.613.754.174.19MIN: 2.52 / MAX: 4.14MIN: 3.98 / MAX: 4.73MIN: 4.29 / MAX: 5.05MIN: 2.51 / MAX: 398.91MIN: 2.73 / MAX: 109.52MIN: 4.03 / MAX: 4.18MIN: 3.79 / MAX: 4.09MIN: 4.45 / MAX: 5.92MIN: 3.63 / MAX: 5.24MIN: 4.02 / MAX: 4.75MIN: 4.06 / MAX: 7.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep40803691215Min: 2.64 / Avg: 4.32 / Max: 6.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620SE +/- 0.14, N = 312.1210.619.0410.0316.528.068.078.258.348.45MIN: 9.16 / MAX: 505.01MIN: 8.34 / MAX: 225.97MIN: 8.49 / MAX: 10.96MIN: 7.86 / MAX: 346.64MIN: 7.9 / MAX: 82.53MIN: 8 / MAX: 8.96MIN: 8.01 / MAX: 8.62MIN: 7.78 / MAX: 9.61MIN: 7.89 / MAX: 9.42MIN: 8.01 / MAX: 10.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620Min: 9.83 / Avg: 10.03 / Max: 10.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810SE +/- 0.53, N = 33.293.443.363.917.223.163.163.163.203.30MIN: 3.13 / MAX: 4.29MIN: 3.27 / MAX: 4.93MIN: 3.21 / MAX: 4.78MIN: 3.04 / MAX: 394.66MIN: 3.17 / MAX: 69.66MIN: 3.09 / MAX: 4.06MIN: 3.11 / MAX: 3.95MIN: 3.01 / MAX: 5.17MIN: 3.05 / MAX: 4.67MIN: 3.11 / MAX: 4.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215Min: 3.25 / Avg: 3.91 / Max: 4.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep4080 zzz4080 xxx4080 rep246810SE +/- 0.53, N = 34.973.303.333.706.433.173.063.083.28MIN: 3.15 / MAX: 291.01MIN: 3.15 / MAX: 3.91MIN: 3.2 / MAX: 4.4MIN: 2.98 / MAX: 261.6MIN: 2.85 / MAX: 164.91MIN: 3.12 / MAX: 3.75MIN: 2.94 / MAX: 3.94MIN: 2.97 / MAX: 3.67MIN: 3.13 / MAX: 4.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep4080 zzz4080 xxx4080 rep3691215Min: 3.12 / Avg: 3.7 / Max: 4.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810SE +/- 0.60, N = 33.323.423.484.027.813.333.363.363.403.47MIN: 3.19 / MAX: 4.76MIN: 3.29 / MAX: 3.94MIN: 3.35 / MAX: 4.05MIN: 3.27 / MAX: 328.59MIN: 3.3 / MAX: 131.26MIN: 3.3 / MAX: 3.78MIN: 3.32 / MAX: 3.66MIN: 3.23 / MAX: 3.99MIN: 3.28 / MAX: 3.87MIN: 3.33 / MAX: 5.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215Min: 3.41 / Avg: 4.02 / Max: 5.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810SE +/- 0.13, N = 33.125.115.193.246.072.972.982.963.003.09MIN: 2.98 / MAX: 3.71MIN: 2.96 / MAX: 247.47MIN: 3.04 / MAX: 436.91MIN: 2.9 / MAX: 5.34MIN: 2.94 / MAX: 129.1MIN: 2.93 / MAX: 3.3MIN: 2.95 / MAX: 3.9MIN: 2.85 / MAX: 3.82MIN: 2.88 / MAX: 4.37MIN: 2.96 / MAX: 4.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810Min: 3.04 / Avg: 3.24 / Max: 3.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215SE +/- 0.46, N = 35.944.354.474.749.193.853.883.954.014.07MIN: 3.97 / MAX: 208.59MIN: 4.08 / MAX: 5.62MIN: 4.23 / MAX: 5.82MIN: 3.68 / MAX: 295.7MIN: 3.85 / MAX: 131.42MIN: 3.81 / MAX: 4.75MIN: 3.83 / MAX: 4.61MIN: 3.79 / MAX: 4.59MIN: 3.83 / MAX: 5.28MIN: 3.85 / MAX: 4.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215Min: 3.98 / Avg: 4.74 / Max: 5.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep0.56931.13861.70792.27722.8465SE +/- 0.48, N = 31.421.421.302.482.531.381.391.311.321.43MIN: 1.34 / MAX: 1.99MIN: 1.34 / MAX: 2.37MIN: 1.24 / MAX: 1.92MIN: 1.17 / MAX: 344.52MIN: 1.08 / MAX: 118.73MIN: 1.35 / MAX: 1.64MIN: 1.37 / MAX: 1.48MIN: 1.25 / MAX: 1.76MIN: 1.26 / MAX: 2.03MIN: 1.36 / MAX: 2.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810Min: 1.52 / Avg: 2.48 / Max: 3.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep510152025SE +/- 0.80, N = 310.758.978.389.6819.207.917.908.298.328.52MIN: 7.92 / MAX: 447.83MIN: 8.22 / MAX: 10.51MIN: 7.78 / MAX: 10.43MIN: 8.16 / MAX: 382.41MIN: 7.84 / MAX: 193.36MIN: 7.81 / MAX: 8.62MIN: 7.8 / MAX: 8.73MIN: 7.63 / MAX: 9.87MIN: 7.71 / MAX: 10.39MIN: 7.85 / MAX: 10.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep510152025Min: 8.87 / Avg: 9.68 / Max: 11.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep1122334455SE +/- 0.54, N = 327.6130.7430.1627.9850.3223.4023.5825.2625.4425.01MIN: 24.67 / MAX: 401.29MIN: 25.36 / MAX: 428.68MIN: 24.66 / MAX: 332.49MIN: 24.35 / MAX: 423.63MIN: 25.92 / MAX: 281.06MIN: 23.2 / MAX: 24.07MIN: 23.35 / MAX: 24.43MIN: 24.29 / MAX: 27.75MIN: 24.27 / MAX: 27.68MIN: 23.88 / MAX: 26.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep1020304050Min: 27.39 / Avg: 27.98 / Max: 29.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215SE +/- 0.30, N = 36.078.147.746.2212.645.305.205.775.785.64MIN: 5.49 / MAX: 15.12MIN: 5.39 / MAX: 122.47MIN: 5.25 / MAX: 312.09MIN: 5.3 / MAX: 8.22MIN: 5.3 / MAX: 53.81MIN: 5.21 / MAX: 6.24MIN: 5.1 / MAX: 6.16MIN: 5.22 / MAX: 7.06MIN: 5.21 / MAX: 6.97MIN: 5.11 / MAX: 7.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620Min: 5.89 / Avg: 6.22 / Max: 6.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215SE +/- 0.43, N = 36.625.454.996.1710.594.314.334.664.694.68MIN: 4.28 / MAX: 339.62MIN: 4.93 / MAX: 7.98MIN: 4.56 / MAX: 6.91MIN: 4.5 / MAX: 261.75MIN: 4.3 / MAX: 177.68MIN: 4.26 / MAX: 5.07MIN: 4.26 / MAX: 5.19MIN: 4.24 / MAX: 5.97MIN: 4.26 / MAX: 6.07MIN: 4.27 / MAX: 6.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215Min: 5.3 / Avg: 6.17 / Max: 6.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep510152025SE +/- 0.04, N = 313.2912.4711.7212.8122.1910.0610.0311.1011.2610.86MIN: 10.54 / MAX: 456.82MIN: 11.5 / MAX: 14.68MIN: 10.8 / MAX: 12.8MIN: 10.06 / MAX: 349.03MIN: 10.16 / MAX: 181.74MIN: 9.86 / MAX: 11.9MIN: 9.93 / MAX: 10.87MIN: 10.19 / MAX: 18.3MIN: 10.32 / MAX: 13.29MIN: 9.98 / MAX: 12.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep510152025Min: 12.77 / Avg: 12.81 / Max: 12.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep714212835SE +/- 0.81, N = 317.6713.8815.8514.5728.4112.8112.8213.4213.6313.71MIN: 14.92 / MAX: 343.93MIN: 13.09 / MAX: 14.77MIN: 13.26 / MAX: 253.23MIN: 12.33 / MAX: 312.42MIN: 12.49 / MAX: 151.04MIN: 12.7 / MAX: 13.69MIN: 12.72 / MAX: 13.66MIN: 12.65 / MAX: 16.19MIN: 12.77 / MAX: 16.93MIN: 12.78 / MAX: 15.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep612182430Min: 12.95 / Avg: 14.57 / Max: 15.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620SE +/- 0.23, N = 37.489.389.517.5714.277.097.127.257.277.67MIN: 6.85 / MAX: 9.67MIN: 6.77 / MAX: 224.11MIN: 7.11 / MAX: 307.17MIN: 6.69 / MAX: 10MIN: 7.01 / MAX: 51.13MIN: 7.02 / MAX: 7.86MIN: 7.04 / MAX: 7.97MIN: 6.72 / MAX: 8.05MIN: 6.73 / MAX: 8.77MIN: 7.06 / MAX: 9.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620Min: 7.31 / Avg: 7.57 / Max: 8.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep48121620SE +/- 0.29, N = 38.2510.2310.098.4218.258.038.228.348.388.72MIN: 7.87 / MAX: 10.07MIN: 8.22 / MAX: 197.1MIN: 8.01 / MAX: 418.58MIN: 7.66 / MAX: 10.74MIN: 7.8 / MAX: 238.29MIN: 7.97 / MAX: 8.65MIN: 8.14 / MAX: 8.67MIN: 8.03 / MAX: 10.23MIN: 8.04 / MAX: 9.63MIN: 8.32 / MAX: 10.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep510152025Min: 7.98 / Avg: 8.42 / Max: 8.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep1530456075SE +/- 0.11, N = 338.9538.7938.7638.0465.4131.8532.1034.4734.1434.22MIN: 34.04 / MAX: 486.96MIN: 34.02 / MAX: 460.15MIN: 33.38 / MAX: 423.24MIN: 33.11 / MAX: 346.94MIN: 39.08 / MAX: 230.59MIN: 31.67 / MAX: 35.74MIN: 31.9 / MAX: 33.03MIN: 33.05 / MAX: 39.69MIN: 32.5 / MAX: 37.13MIN: 33.01 / MAX: 37.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep1326395265Min: 37.85 / Avg: 38.04 / Max: 38.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep246810SE +/- 0.87, N = 33.933.122.854.187.124.074.103.823.804.20MIN: 3.76 / MAX: 11.77MIN: 2.97 / MAX: 4.42MIN: 2.74 / MAX: 4.36MIN: 2.53 / MAX: 295.11MIN: 3.72 / MAX: 188.7MIN: 4.03 / MAX: 4.2MIN: 4.07 / MAX: 4.34MIN: 3.65 / MAX: 9.77MIN: 3.65 / MAX: 6.08MIN: 4.04 / MAX: 5.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30904080 zzz4080 xxx4080 rep3691215Min: 2.66 / Avg: 4.18 / Max: 5.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025SE +/- 0.24, N = 1510.158.838.469.9818.548.058.01MIN: 8.08 / MAX: 193.04MIN: 8.29 / MAX: 10.15MIN: 8.12 / MAX: 10.14MIN: 7.79 / MAX: 434.9MIN: 8.01 / MAX: 164.45MIN: 7.98 / MAX: 8.94MIN: 7.96 / MAX: 8.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025Min: 8.43 / Avg: 9.98 / Max: 11.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30901.23532.47063.70594.94126.1765SE +/- 0.20, N = 153.273.605.253.695.493.173.15MIN: 3.11 / MAX: 4.1MIN: 3.44 / MAX: 4.27MIN: 3.11 / MAX: 367.53MIN: 3.07 / MAX: 544.13MIN: 2.97 / MAX: 152.08MIN: 3.12 / MAX: 3.78MIN: 3.11 / MAX: 3.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep3090246810Min: 3.27 / Avg: 3.69 / Max: 5.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti307030901.34332.68664.02995.37326.7165SE +/- 0.17, N = 154.813.443.363.525.973.16MIN: 3.13 / MAX: 149.75MIN: 3.3 / MAX: 4.34MIN: 3.21 / MAX: 4.83MIN: 2.95 / MAX: 536.1MIN: 2.84 / MAX: 111.8MIN: 3.12 / MAX: 3.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090246810Min: 3.09 / Avg: 3.52 / Max: 5.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep3090246810SE +/- 0.20, N = 153.375.183.473.926.303.363.36MIN: 3.25 / MAX: 5.26MIN: 3.45 / MAX: 200.36MIN: 3.33 / MAX: 5.01MIN: 3.12 / MAX: 496.78MIN: 3.28 / MAX: 147.57MIN: 3.33 / MAX: 3.83MIN: 3.32 / MAX: 3.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215Min: 3.36 / Avg: 3.92 / Max: 5.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090246810SE +/- 0.11, N = 153.103.283.193.258.152.982.97MIN: 2.97 / MAX: 3.92MIN: 3.15 / MAX: 4.32MIN: 3.04 / MAX: 3.98MIN: 2.68 / MAX: 277.21MIN: 2.67 / MAX: 317.68MIN: 2.94 / MAX: 3.36MIN: 2.93 / MAX: 3.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215Min: 2.79 / Avg: 3.25 / Max: 4.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215SE +/- 0.16, N = 155.884.444.144.559.533.853.86MIN: 3.96 / MAX: 194.08MIN: 4.24 / MAX: 5.18MIN: 3.93 / MAX: 5.94MIN: 3.84 / MAX: 379.07MIN: 3.77 / MAX: 182.53MIN: 3.81 / MAX: 4.6MIN: 3.82 / MAX: 4.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215Min: 4.05 / Avg: 4.55 / Max: 5.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep30900.80331.60662.40993.21324.0165SE +/- 0.14, N = 152.911.381.451.513.571.381.39MIN: 1.29 / MAX: 113.97MIN: 1.33 / MAX: 1.98MIN: 1.38 / MAX: 2.98MIN: 1.11 / MAX: 380.46MIN: 1.08 / MAX: 141.04MIN: 1.35 / MAX: 1.88MIN: 1.36 / MAX: 3.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep3090246810Min: 1.16 / Avg: 1.51 / Max: 3.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025SE +/- 0.22, N = 158.8510.188.919.5818.667.827.83MIN: 8.16 / MAX: 10.25MIN: 7.81 / MAX: 204.67MIN: 8.3 / MAX: 10.96MIN: 7.62 / MAX: 396.9MIN: 7.42 / MAX: 326.73MIN: 7.72 / MAX: 8.6MIN: 7.73 / MAX: 8.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025Min: 8.32 / Avg: 9.58 / Max: 10.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30901224364860SE +/- 0.26, N = 1529.4029.3527.3128.5351.2823.4723.50MIN: 26.17 / MAX: 411.51MIN: 24.55 / MAX: 485.35MIN: 24.27 / MAX: 230.86MIN: 24.21 / MAX: 515.3MIN: 24.83 / MAX: 242.12MIN: 23.25 / MAX: 24.24MIN: 23.26 / MAX: 24.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep30901020304050Min: 27.13 / Avg: 28.53 / Max: 29.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215SE +/- 0.24, N = 155.975.847.786.6913.345.205.20MIN: 5.4 / MAX: 8.25MIN: 5.35 / MAX: 8.28MIN: 5.4 / MAX: 168.29MIN: 5.06 / MAX: 462.37MIN: 5.43 / MAX: 279.86MIN: 5.08 / MAX: 6.05MIN: 5.1 / MAX: 6.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep309048121620Min: 5.68 / Avg: 6.69 / Max: 8.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215SE +/- 0.21, N = 156.545.164.945.4110.694.304.30MIN: 4.56 / MAX: 110.58MIN: 4.73 / MAX: 6.38MIN: 4.52 / MAX: 6.23MIN: 4.23 / MAX: 364.66MIN: 4.32 / MAX: 148.92MIN: 4.24 / MAX: 4.85MIN: 4.25 / MAX: 4.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep30903691215Min: 4.63 / Avg: 5.41 / Max: 6.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep3090612182430SE +/- 0.24, N = 1513.4611.2412.9812.5223.5410.0410.03MIN: 10.6 / MAX: 340.67MIN: 10.22 / MAX: 29.96MIN: 10.26 / MAX: 145.62MIN: 9.95 / MAX: 459.05MIN: 10.3 / MAX: 149.49MIN: 9.94 / MAX: 10.91MIN: 9.88 / MAX: 10.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025Min: 10.74 / Avg: 12.52 / Max: 14.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep3090612182430SE +/- 0.25, N = 1515.6716.6015.6915.5626.3312.8912.86MIN: 12.91 / MAX: 334.44MIN: 12.98 / MAX: 103.04MIN: 13.13 / MAX: 187.93MIN: 12.24 / MAX: 459.8MIN: 12.62 / MAX: 127.32MIN: 12.79 / MAX: 13.77MIN: 12.74 / MAX: 13.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep3090612182430Min: 13.88 / Avg: 15.56 / Max: 16.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep309048121620SE +/- 0.22, N = 157.729.347.408.3115.467.077.05MIN: 7.13 / MAX: 8.97MIN: 6.88 / MAX: 268.7MIN: 6.81 / MAX: 8.46MIN: 6.35 / MAX: 364.95MIN: 7.08 / MAX: 147.31MIN: 6.99 / MAX: 7.81MIN: 6.98 / MAX: 7.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep309048121620Min: 6.91 / Avg: 8.31 / Max: 9.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep309048121620SE +/- 0.20, N = 158.378.4510.059.1018.248.198.20MIN: 8.08 / MAX: 10.1MIN: 8.05 / MAX: 12.64MIN: 8.13 / MAX: 173.18MIN: 7.61 / MAX: 454.62MIN: 7.5 / MAX: 201.09MIN: 8.12 / MAX: 8.98MIN: 8.14 / MAX: 8.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep3090510152025Min: 8.1 / Avg: 9.1 / Max: 10.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30901530456075SE +/- 0.12, N = 1538.5838.6938.8238.3269.4832.1332.16MIN: 33.06 / MAX: 464.16MIN: 33.32 / MAX: 390.07MIN: 33.83 / MAX: 435.6MIN: 32.26 / MAX: 477.15MIN: 39.08 / MAX: 374.31MIN: 31.95 / MAX: 32.87MIN: 31.94 / MAX: 33.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep30901326395265Min: 37.57 / Avg: 38.32 / Max: 39.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep30901.0082.0163.0244.0325.04SE +/- 0.29, N = 154.013.912.824.254.484.104.08MIN: 3.87 / MAX: 5.47MIN: 3.77 / MAX: 5.87MIN: 2.69 / MAX: 3.5MIN: 2.46 / MAX: 526.3MIN: 2.2 / MAX: 27.6MIN: 4.06 / MAX: 4.2MIN: 4.04 / MAX: 4.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep3090246810Min: 2.59 / Avg: 4.25 / Max: 6.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620SE +/- 0.13, N = 310.648.2210.5610.0217.068.03MIN: 8.4 / MAX: 127.99MIN: 7.75 / MAX: 9.41MIN: 8.32 / MAX: 239.95MIN: 7.8 / MAX: 372.36MIN: 8 / MAX: 101.45MIN: 7.97 / MAX: 8.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenetnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620Min: 9.8 / Avg: 10.02 / Max: 10.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep1.3322.6643.9965.3286.66SE +/- 0.53, N = 33.293.384.753.835.923.15MIN: 3.12 / MAX: 4.27MIN: 3.2 / MAX: 4MIN: 2.93 / MAX: 147.66MIN: 3.11 / MAX: 343.21MIN: 3.16 / MAX: 103.24MIN: 3.1 / MAX: 3.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - Model: mobilenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep246810Min: 3.28 / Avg: 3.83 / Max: 4.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep246810SE +/- 0.04, N = 34.963.353.363.247.343.19MIN: 3.14 / MAX: 189.43MIN: 3.22 / MAX: 3.99MIN: 3.22 / MAX: 4.62MIN: 3.05 / MAX: 5.14MIN: 3.09 / MAX: 155.33MIN: 3.13 / MAX: 3.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mobilenet-v3nv 40904090 rep4090RTX 3070 Ti30703090 rep3691215Min: 3.17 / Avg: 3.24 / Max: 3.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep1.32532.65063.97595.30126.6265SE +/- 0.02, N = 33.435.233.563.485.893.32MIN: 3.29 / MAX: 5.31MIN: 3.34 / MAX: 185.57MIN: 3.43 / MAX: 4.24MIN: 3.33 / MAX: 5.22MIN: 3.19 / MAX: 97.88MIN: 3.29 / MAX: 3.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: shufflenet-v2nv 40904090 rep4090RTX 3070 Ti30703090 rep246810Min: 3.46 / Avg: 3.48 / Max: 3.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep246810SE +/- 0.02, N = 33.103.123.233.128.552.96MIN: 2.97 / MAX: 3.73MIN: 3 / MAX: 4.1MIN: 3.08 / MAX: 4.73MIN: 2.97 / MAX: 4.65MIN: 2.99 / MAX: 185.5MIN: 2.92 / MAX: 3.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: mnasnetnv 40904090 rep4090RTX 3070 Ti30703090 rep3691215Min: 3.1 / Avg: 3.12 / Max: 3.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep246810SE +/- 0.08, N = 35.824.104.634.176.633.84MIN: 3.98 / MAX: 197.79MIN: 3.88 / MAX: 5.04MIN: 4.38 / MAX: 6.01MIN: 3.86 / MAX: 5.52MIN: 3.75 / MAX: 22.34MIN: 3.8 / MAX: 4.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: efficientnet-b0nv 40904090 rep4090RTX 3070 Ti30703090 rep3691215Min: 4.07 / Avg: 4.17 / Max: 4.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep0.60531.21061.81592.42123.0265SE +/- 0.04, N = 31.401.421.351.402.691.38MIN: 1.34 / MAX: 1.86MIN: 1.36 / MAX: 2.03MIN: 1.28 / MAX: 1.84MIN: 1.28 / MAX: 1.91MIN: 1.35 / MAX: 48.81MIN: 1.36 / MAX: 1.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: blazefacenv 40904090 rep4090RTX 3070 Ti30703090 rep246810Min: 1.33 / Avg: 1.4 / Max: 1.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep510152025SE +/- 0.55, N = 310.1410.478.559.9718.807.86MIN: 7.85 / MAX: 257.61MIN: 7.86 / MAX: 191.94MIN: 7.85 / MAX: 11.39MIN: 8.16 / MAX: 381.49MIN: 7.78 / MAX: 141.46MIN: 7.75 / MAX: 8.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: googlenetnv 40904090 rep4090RTX 3070 Ti30703090 rep510152025Min: 8.87 / Avg: 9.97 / Max: 10.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep1224364860SE +/- 0.28, N = 327.2529.8527.3227.8653.4823.72MIN: 24.12 / MAX: 252.53MIN: 24.25 / MAX: 400.86MIN: 24.36 / MAX: 262.38MIN: 24.17 / MAX: 416.36MIN: 25.52 / MAX: 296.52MIN: 23.56 / MAX: 24.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vgg16nv 40904090 rep4090RTX 3070 Ti30703090 rep1122334455Min: 27.55 / Avg: 27.86 / Max: 28.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep3691215SE +/- 0.05, N = 35.585.876.965.9412.135.27MIN: 5.09 / MAX: 6.98MIN: 5.41 / MAX: 7.58MIN: 5.3 / MAX: 242.18MIN: 5.32 / MAX: 8.32MIN: 5.32 / MAX: 123.4MIN: 5.15 / MAX: 6.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet18nv 40904090 rep4090RTX 3070 Ti30703090 rep48121620Min: 5.86 / Avg: 5.94 / Max: 6.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep3691215SE +/- 0.57, N = 36.325.345.146.2511.434.31MIN: 4.26 / MAX: 195.95MIN: 4.87 / MAX: 6.57MIN: 4.75 / MAX: 7.34MIN: 4.27 / MAX: 334.55MIN: 4.24 / MAX: 178.83MIN: 4.26 / MAX: 4.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: alexnetnv 40904090 rep4090RTX 3070 Ti30703090 rep3691215Min: 5.13 / Avg: 6.25 / Max: 6.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep510152025SE +/- 0.30, N = 313.2510.9613.0013.1522.1510.27MIN: 10.61 / MAX: 154.12MIN: 10.09 / MAX: 12.99MIN: 10.34 / MAX: 397.57MIN: 10.26 / MAX: 349.93MIN: 10.11 / MAX: 123.04MIN: 10.12 / MAX: 11.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: resnet50nv 40904090 rep4090RTX 3070 Ti30703090 rep510152025Min: 12.85 / Avg: 13.15 / Max: 13.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep714212835SE +/- 0.94, N = 316.3015.4116.0514.6429.3812.92MIN: 14.11 / MAX: 184.46MIN: 12.75 / MAX: 226.87MIN: 12.93 / MAX: 474.03MIN: 12.77 / MAX: 383.28MIN: 12.95 / MAX: 201.31MIN: 12.79 / MAX: 18.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: yolov4-tinynv 40904090 rep4090RTX 3070 Ti30703090 rep714212835Min: 13.57 / Avg: 14.64 / Max: 16.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620SE +/- 0.14, N = 38.269.447.437.4515.327.07MIN: 7.64 / MAX: 11.08MIN: 7.17 / MAX: 94.63MIN: 6.84 / MAX: 8.82MIN: 6.59 / MAX: 9.11MIN: 6.66 / MAX: 139.17MIN: 6.98 / MAX: 9.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: squeezenet_ssdnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620Min: 7.17 / Avg: 7.45 / Max: 7.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620SE +/- 0.54, N = 38.348.7010.119.1417.028.06MIN: 8.01 / MAX: 12.36MIN: 8.29 / MAX: 12.6MIN: 8.03 / MAX: 259.38MIN: 8.14 / MAX: 400.02MIN: 7.65 / MAX: 216.63MIN: 7.98 / MAX: 8.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: regnety_400mnv 40904090 rep4090RTX 3070 Ti30703090 rep48121620Min: 8.53 / Avg: 9.14 / Max: 10.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep1632486480SE +/- 0.10, N = 337.1338.6539.3538.5070.5331.94MIN: 33.97 / MAX: 443.1MIN: 33.07 / MAX: 476.08MIN: 34.22 / MAX: 466.65MIN: 33.7 / MAX: 418.06MIN: 39.2 / MAX: 276.33MIN: 31.73 / MAX: 32.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: vision_transformernv 40904090 rep4090RTX 3070 Ti30703090 rep1428425670Min: 38.37 / Avg: 38.5 / Max: 38.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep246810SE +/- 0.15, N = 35.864.594.624.147.234.07MIN: 3.9 / MAX: 190.17MIN: 4.44 / MAX: 5.2MIN: 4.48 / MAX: 5.16MIN: 3.73 / MAX: 5.07MIN: 3.75 / MAX: 121.71MIN: 4.04 / MAX: 4.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - Model: FastestDetnv 40904090 rep4090RTX 3070 Ti30703090 rep3691215Min: 3.88 / Avg: 4.14 / Max: 4.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

173 Results Shown

vkpeak:
  fp32-scalar
  fp32-vec4
  fp16-scalar
  fp16-vec4
  fp64-scalar
  fp64-vec4
  int32-scalar
  int32-vec4
  int16-scalar
  int16-vec4
VkFFT:
  FFT + iFFT R2C / C2R
  FFT + iFFT C2C 1D batched in half precision
  FFT + iFFT C2C Bluestein in single precision
  FFT + iFFT C2C 1D batched in double precision
  FFT + iFFT C2C 1D batched in single precision
  FFT + iFFT C2C multidimensional in single precision
  FFT + iFFT C2C Bluestein benchmark in double precision
  FFT + iFFT C2C 1D batched in single precision, no reshuffling
VkResample
NCNN:
  CPU - mobilenet
  CPU-v2-v2 - mobilenet-v2
  CPU - shufflenet-v2
  CPU - mnasnet
  CPU - efficientnet-b0
  CPU - blazeface
  CPU - googlenet
  CPU - vgg16
  CPU - resnet18
  CPU - alexnet
  CPU - resnet50
  CPU - yolov4-tiny
  CPU - squeezenet_ssd
  CPU - regnety_400m
  CPU - vision_transformer
  CPU - FastestDet
  CPU-v3-v3 - mobilenet-v3
  Vulkan GPU - mobilenet
  Vulkan GPU-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3 - mobilenet-v3
  Vulkan GPU - shufflenet-v2
  Vulkan GPU - mnasnet
  Vulkan GPU - efficientnet-b0
  Vulkan GPU - blazeface
  Vulkan GPU - googlenet
  Vulkan GPU - vgg16
  Vulkan GPU - resnet18
  Vulkan GPU - alexnet
  Vulkan GPU - resnet50
  Vulkan GPU - yolov4-tiny
  Vulkan GPU - squeezenet_ssd
  Vulkan GPU - regnety_400m
  Vulkan GPU - vision_transformer
  Vulkan GPU - FastestDet
  CPU-v3-v3-v3 - mobilenet
  CPU-v3-v3-v3-v2-v2 - mobilenet-v2
  CPU-v3-v3-v3-v3-v3 - mobilenet-v3
  CPU-v3-v3-v3 - shufflenet-v2
  CPU-v3-v3-v3 - mnasnet
  CPU-v3-v3-v3 - efficientnet-b0
  CPU-v3-v3-v3 - blazeface
  CPU-v3-v3-v3 - googlenet
  CPU-v3-v3-v3 - vgg16
  CPU-v3-v3-v3 - resnet18
  CPU-v3-v3-v3 - alexnet
  CPU-v3-v3-v3 - resnet50
  CPU-v3-v3-v3 - yolov4-tiny
  CPU-v3-v3-v3 - squeezenet_ssd
  CPU-v3-v3-v3 - regnety_400m
  CPU-v3-v3-v3 - vision_transformer
  CPU-v3-v3-v3 - FastestDet
  Vulkan GPU-v3-v3-v3 - mobilenet
  Vulkan GPU-v3-v3-v3-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3-v3-v3-v3 - mobilenet-v3
  Vulkan GPU-v3-v3-v3 - shufflenet-v2
  Vulkan GPU-v3-v3-v3 - mnasnet
  Vulkan GPU-v3-v3-v3 - efficientnet-b0
  Vulkan GPU-v3-v3-v3 - blazeface
  Vulkan GPU-v3-v3-v3 - googlenet
  Vulkan GPU-v3-v3-v3 - vgg16
  Vulkan GPU-v3-v3-v3 - resnet18
  Vulkan GPU-v3-v3-v3 - alexnet
  Vulkan GPU-v3-v3-v3 - resnet50
  Vulkan GPU-v3-v3-v3 - yolov4-tiny
  Vulkan GPU-v3-v3-v3 - squeezenet_ssd
  Vulkan GPU-v3-v3-v3 - regnety_400m
  Vulkan GPU-v3-v3-v3 - vision_transformer
  Vulkan GPU-v3-v3-v3 - FastestDet
VkResample
NCNN:
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - mobilenet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - shufflenet-v2
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - mnasnet
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - efficientnet-b0
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - blazeface
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - googlenet
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - vgg16
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - resnet18
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - alexnet
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - resnet50
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - yolov4-tiny
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - squeezenet_ssd
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - regnety_400m
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - vision_transformer
  Vulkan GPU-v3-v3-v3-v3-v3-v3 - FastestDet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazeface
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnet
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tiny
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssd
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400m
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformer
  Vulkan GPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDet
  CPU-v3-v3-v3-v3-v3-v3 - mobilenet
  CPU-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2
  CPU-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3
  CPU-v3-v3-v3-v3-v3-v3 - shufflenet-v2
  CPU-v3-v3-v3-v3-v3-v3 - mnasnet
  CPU-v3-v3-v3-v3-v3-v3 - efficientnet-b0
  CPU-v3-v3-v3-v3-v3-v3 - blazeface
  CPU-v3-v3-v3-v3-v3-v3 - googlenet
  CPU-v3-v3-v3-v3-v3-v3 - vgg16
  CPU-v3-v3-v3-v3-v3-v3 - resnet18
  CPU-v3-v3-v3-v3-v3-v3 - alexnet
  CPU-v3-v3-v3-v3-v3-v3 - resnet50
  CPU-v3-v3-v3-v3-v3-v3 - yolov4-tiny
  CPU-v3-v3-v3-v3-v3-v3 - squeezenet_ssd
  CPU-v3-v3-v3-v3-v3-v3 - regnety_400m
  CPU-v3-v3-v3-v3-v3-v3 - vision_transformer
  CPU-v3-v3-v3-v3-v3-v3 - FastestDet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazeface
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tiny
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssd
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400m
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformer
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v2-v2 - mobilenet-v2
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mobilenet-v3
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - shufflenet-v2
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - mnasnet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - efficientnet-b0
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - blazeface
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - googlenet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vgg16
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet18
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - alexnet
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - resnet50
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - yolov4-tiny
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - squeezenet_ssd
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - regnety_400m
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - vision_transformer
  CPU-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3-v3 - FastestDet

a

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 1 August 2023 13:31 by user pts.

b

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 1 August 2023 14:31 by user pts.

c

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: AMD Radeon RX 6700 XT (2855/1000MHz), Audio: AMD Navi 21/23, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7 + Wayland, OpenGL: 4.6 Mesa 23.3~git2307260600.87109c~oibaf~l (git-87109c3 2023-07-26 lunar-oibaf-ppa) (LLVM 15.0.7 DRM 3.52), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 12272 MB - vBIOS Version: 113-D5121100-101
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 1 August 2023 14:54 by user pts.

d

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 95.07.31.00.e3
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 1 August 2023 19:14 by user pts.

e

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: MSI NVIDIA GeForce RTX 4060 8GB, Audio: NVIDIA Device 22be, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 95.07.31.00.e3
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 1 August 2023 20:18 by user pts.

f

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 05:24 by user pts.

g

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 05:49 by user pts.

h

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: eVGA NVIDIA GeForce RTX 3060 12GB, Audio: NVIDIA GA106 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 94.06.14.40.46
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 06:19 by user pts.

i

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3060 Ti 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 2560x1440

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2c
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 10:06 by user pts.

4080

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 15:48 by user pts.

4080 rep

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 17:21 by user pts.

4080 xxx

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 18:00 by user pts.

4080 zzz

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 4080 16GB, Audio: NVIDIA Device 22bb, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.03.0e.00.04
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 2 August 2023 20:31 by user pts.

3090

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 94.02.27.00.02
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 3 August 2023 10:00 by user pts.

3090 rep

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3090 24GB, Audio: NVIDIA GA102 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 94.02.27.00.02
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 3 August 2023 10:24 by user pts.

3070

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3070 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 2560x1440

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.25.00.2b
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 3 August 2023 18:27 by user pts.

RTX 3070 Ti

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 3070 Ti 8GB, Audio: NVIDIA GA104 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 2560x1440

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 8192 MiB - vBIOS Version: 94.04.5b.00.02
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 4 August 2023 20:42 by user pts.

4090

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 6 August 2023 13:01 by user pts.

4090 rep

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 6 August 2023 13:37 by user pts.

nv 4090

Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG STRIX X670E-E GAMING WIFI (1416 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: Western Digital WD_BLACK SN850X 1000GB + 4001GB, Graphics: NVIDIA GeForce RTX 4090 24GB, Audio: NVIDIA AD102 HD Audio, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411

OS: Ubuntu 23.04, Kernel: 6.4.6-060406-generic (x86_64), Desktop: GNOME Shell 44.2, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: Transparent Huge Pages: madvise
Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v
Processor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa601203
Graphics Notes: BAR1 / Visible vRAM Size: 32768 MiB - vBIOS Version: 95.02.20.00.01
Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 6 August 2023 15:01 by user pts.