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.

Performance Metrics

XNNPACK 2cd86b

Model: QU8MobileNetV3Large

OpenBenchmarking.org metrics for this test profile configuration based on 132 public results since 11 August 2024 with the latest data as of 16 September 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

97th

605 ^{+/- 1}

AMD Ryzen 7 9700X 8-Core

96th

606 ^{+/- 7}

AMD Ryzen 7 8845HS

92nd

960 ^{+/- 67}

AMD Ryzen 7 5800X3D 8-Core

92nd

980

AMD Ryzen 9 7950X 16-Core

83rd

1101 ^{+/- 11}

AMD Ryzen 7 7840HS

79th

1110 ^{+/- 138}

Mid-Tier

75th

> 1124

AMD Ryzen 9 9950X 16-Core

74th

1130 ^{+/- 22}

Intel Core i9-14900K

69th

1172 ^{+/- 16}

AMD Ryzen 9 7950X3D 16-Core

67th

1181 ^{+/- 3}

AMD Ryzen 7 3800XT 8-Core

62nd

1496 ^{+/- 2}

AMD Ryzen AI 9 365

57th

1871 ^{+/- 17}

AMD Ryzen AI 9 HX 370

57th

1882 ^{+/- 92}

Intel Core i7-1185G7

53rd

2154 ^{+/- 6}

Intel Core i7-1165G7

51st

2287 ^{+/- 2}

Median

50th

2287

Intel Core i9-10980XE

48th

2406 ^{+/- 24}

AMD Ryzen Threadripper 3970X 32-Core

45th

2795 ^{+/- 80}

Intel Xeon Silver 4216

38th

3040 ^{+/- 9}

ARMv8 Neoverse-N1 128-Core

35th

3110 ^{+/- 171}

2 x AMD EPYC 9124 16-Core

27th

5154 ^{+/- 132}

Low-Tier

25th

> 6216

AMD Ryzen Threadripper 7980X 64-Cores

25th

6254 ^{+/- 44}

AMD Ryzen Threadripper 3990X 64-Core

19th

8338 ^{+/- 488}

2 x AMD EPYC 7303 16-Core

13th

9653 ^{+/- 762}

AmpereOne 192-Core

13th

10112 ^{+/- 628}

AMD Ryzen 9 5900HX

4th

29917 ^{+/- 3495}

Based on OpenBenchmarking.org data, the selected test / test configuration (XNNPACK 2cd86b - Model: QU8MobileNetV3Large) has an average run-time of 16 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.

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
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
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
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
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
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
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
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
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
aug11 2 Systems - 67 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server
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
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
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

XNNPACK

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Performance Metrics

XNNPACK 2cd86b

Model: QU8MobileNetV3Large

Tested CPU Architectures

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