XNNPACK Benchmark - OpenBenchmarking.org

XNNPACK is a Google library for high efficiency floating-point neural network inference operators across mobile / server / web use. XNNPACK is used by machine learning frameworks like TensorFlow, PyTorch, ONNX Runtime, MediaPipe, and others. This test profile uses XNNPACK with its end2end-bench benchmark and testing all available CPU threads.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark xnnpack.

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
Data updated weekly as of 4 October 2024.

Performance Metrics

XNNPACK 2cd86b

Model: QU8MobileNetV3Large

OpenBenchmarking.org metrics for this test profile configuration based on 161 public results since 11 August 2024 with the latest data as of 5 October 2024.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component

Percentile Rank

# Compatible Public Results

us (Average)

AMD Ryzen 5 9600X 6-Core

98th

605 ^{+/- 1}

AMD Ryzen 7 9700X 8-Core

97th

606 ^{+/- 7}

AMD Ryzen 7 8845HS

94th

960 ^{+/- 67}

AMD Ryzen 7 5800X3D 8-Core

94th

980

AMD Ryzen 9 7950X 16-Core

86th

1101 ^{+/- 11}

AMD Ryzen 7 7840HS

83rd

1110 ^{+/- 138}

AMD Ryzen 9 9950X 16-Core

78th

1129 ^{+/- 20}

Mid-Tier

75th

> 1154

Intel Core i9-14900K

73rd

1172 ^{+/- 16}

AMD Ryzen 9 7950X3D 16-Core

71st

1181 ^{+/- 3}

AMD Ryzen 7 3800XT 8-Core

67th

1496 ^{+/- 2}

AMD Ryzen AI 9 365

62nd

1798 ^{+/- 81}

AMD Ryzen AI 9 HX 370

61st

1826 ^{+/- 95}

Intel Core i7-1185G7

56th

2155 ^{+/- 4}

Intel Core i7-1165G7

53rd

2287 ^{+/- 2}

Intel Core Ultra 7 256V

51st

2290

Median

50th

2290

Intel Core i9-10980XE

48th

2406 ^{+/- 24}

Intel Core i7-1280P

43rd

2770 ^{+/- 127}

AMD Ryzen Threadripper 3970X 32-Core

43rd

2795 ^{+/- 80}

Intel Xeon Silver 4216

36th

3040 ^{+/- 9}

ARMv8 Neoverse-N1 128-Core

33rd

3110 ^{+/- 171}

Intel Core Ultra 7 155H

32nd

3468 ^{+/- 451}

Low-Tier

25th

> 5110

2 x AMD EPYC 9124 16-Core

25th

5154 ^{+/- 132}

AMD Ryzen Threadripper 7980X 64-Cores

23rd

6254 ^{+/- 44}

AMD Ryzen Threadripper 3990X 64-Core

18th

8338 ^{+/- 488}

2 x AMD EPYC 7303 16-Core

14th

9653 ^{+/- 762}

AmpereOne 192-Core

14th

10112 ^{+/- 628}

AMD Ryzen 9 5900HX

6th

29917 ^{+/- 3495}

Based on OpenBenchmarking.org data, the selected test / test configuration (XNNPACK 2cd86b - Model: QU8MobileNetV3Large) has an average run-time of 18 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

eke[ 2 Systems - 55 Benchmark Results	Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
9600X 2 Systems - 137 Benchmark Results	AMD Ryzen 5 9600X 6-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
7773X 2P 3 Systems - 120 Benchmark Results	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 24.04 - 6.8.0-41-generic - GNOME Shell 46.0
new sep 4 Systems - 116 Benchmark Results	2 x AMD EPYC 7303 16-Core - AMD DAYTONA_X - AMD Starship Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
Linux Laptops Ubuntu 24.10 1 System - 1043 Benchmark Results
new tests Featured Processor Comparison	AMD Ryzen 9 7950X 16-Core - AMD Ryzen 9 7950X3D 16-Core - AMD Ryzen 7 9700X 8-Core
graviton4 192 Core 2 Systems - 81 Benchmark Results	ARMv8 Neoverse-V2 - Amazon EC2 r8g.48xlarge - Amazon Device 0200 Ubuntu 24.04 - 6.8.0-41-generic-64k - GCC 13.2.0
8845HS Featured Graphics Comparison	AMD Radeon RX 7600 - AMD Radeon RX 7600M XT 8GB
max 4 Systems - 40 Benchmark Results	ARMv8 Neoverse-N1 - GIGABYTE G242-P36-00 MP32-AR2-00 v01000100 - Ampere Computing LLC Altra PCI Root Complex A Ubuntu 24.04 - 6.8.0-11-generic - GCC 13.2.0
auggie 3 Systems - 106 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
odpdfd 2 Systems - 41 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
5800X3D 1 System - 84 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
newa 3 Systems - 86 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11

odpdfd 2 Systems - 41 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
odpdfd 2 Systems - 41 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
aiggy 2 Systems - 62 Benchmark Results	AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-22-amd64 - X Server 1.20.11
newa 3 Systems - 86 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
aug11 5 Systems - 26 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
new mtl framework 3 Systems - 34 Benchmark Results	Intel Core Ultra 7 155H - Framework Laptop 13 - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
auggie 3 Systems - 106 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
8845HS Featured Graphics Comparison	AMD Ryzen 7 8845HS - NB04 TUXEDO Sirius 16 Gen2 AHP958 - AMD Device 14e8 Tuxedo 22.04 - 6.8.0-101041-tuxedo - KDE Plasma 6.1.4
new 79 4 Systems - 48 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
new stuff 4 Systems - 26 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.10.0-061000rc6daily20240706-generic - GNOME Shell 46.0
new 512 3 Systems - 14 Benchmark Results	AMD Ryzen AI 9 365 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
aug11 2 Systems - 81 Benchmark Results	Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server
AMD Ryzen 9 9950X DDR5 Memory Performance Featured Memory Comparison	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
max 4 Systems - 40 Benchmark Results	ARMv8 Neoverse-N1 - GIGABYTE G242-P36-00 MP32-AR2-00 v01000100 - Ampere Computing LLC Altra PCI Root Complex A Ubuntu 24.04 - 6.8.0-11-generic - GCC 13.2.0

XNNPACK

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Performance Metrics

XNNPACK 2cd86b

Model: QU8MobileNetV3Large

Tested CPU Architectures

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