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 bench-models 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 24 October 2024.

Revision History

pts/xnnpack-1.1.0 [View Source] Tue, 15 Oct 2024 15:30:38 GMT
Update against XNNPACK upstream, switch to new benchmark.

pts/xnnpack-1.0.0 [View Source] Sun, 11 Aug 2024 10:34:29 GMT
Add XNNPACK benchmark.

Performance Metrics

XNNPACK b7b048

Model: QS8MobileNetV2

OpenBenchmarking.org metrics for this test profile configuration based on 98 public results since 15 October 2024 with the latest data as of 25 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)

Intel Core Ultra 9 285K

97th

652 ^{+/- 25}

Intel Core Ultra 5 245K

94th

692

AMD Ryzen 9 9950X 16-Core

88th

762 ^{+/- 20}

Intel Core i9-14900K

86th

781 ^{+/- 6}

Intel Core i5-12600K

81st

932 ^{+/- 131}

ARMv8 Neoverse-V2 72-Core

80th

943 ^{+/- 7}

Mid-Tier

75th

> 1084

AMD Ryzen AI 9 365

74th

1097 ^{+/- 12}

AMD Ryzen AI 9 HX 370

70th

1145 ^{+/- 18}

AMD Ryzen 9 3900XT 12-Core

64th

1373 ^{+/- 3}

Intel Core Ultra 7 256V

60th

1425 ^{+/- 9}

Intel Core i9-10980XE

58th

1451 ^{+/- 37}

Intel Core i7-1280P

54th

1866 ^{+/- 26}

Median

50th

1970

AMD Ryzen Threadripper 3970X 32-Core

42nd

2075 ^{+/- 19}

Intel Core Ultra 7 155H

40th

2092 ^{+/- 39}

ARMv8 Neoverse-N1 128-Core

39th

2117 ^{+/- 126}

2 x Intel Xeon Gold 6144

30th

2480 ^{+/- 23}

AMD Ryzen Threadripper 7980X 64-Cores

27th

4015 ^{+/- 27}

Low-Tier

25th

> 4031

AMD Ryzen Threadripper 3990X 64-Core

22nd

5808 ^{+/- 199}

Intel Xeon 6980P

19th

16276 ^{+/- 298}

Based on OpenBenchmarking.org data, the selected test / test configuration (XNNPACK b7b048 - Model: QS8MobileNetV2) has an average run-time of 19 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.9%.

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.

System76 Thelio Astra ARM Desktop Benchmarks 3 Systems - 67 Benchmark Results	ARMv8 Neoverse-N1 - System76 Thelio Astra - Ampere Computing LLC Altra PCI Root Complex A Ubuntu 24.04 - 6.8.0-47-generic-64k - GNOME Shell 46.0
gnr-new 8 Systems - 27 Benchmark Results	Intel Xeon 6980P - Intel AvenueCity v0.01 - Intel Ice Lake IEH Ubuntu 24.04 - 6.10.0-phx - GCC 13.2.0
epyc turin 2 Systems - 27 Benchmark Results	2 x AMD EPYC 9755 128-Core - AMD VOLCANO - AMD Device 153a Ubuntu 24.04 - 6.12.0-rc3-phx - GCC 13.2.0 + Clang 18.1.3
dddd 2 Systems - 32 Benchmark Results	Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
dsdfds 2 Systems - 40 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
3600x 2024 3 Systems - 60 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 22.04 - 6.8.0-47-generic - GNOME Shell 42.9
2 x Intel Xeon Gold 6144 Benchmarks 1 System - 12 Benchmark Results	2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 08HT8T - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - GCC 12.2.0
2 x Intel Xeon Gold 6144 + Matrox G200eW3 + Dell PowerEdge R640 08HT8T (2.21.2 BIOS) 1 System - 12 Benchmark Results	2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 08HT8T - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - GCC 12.2.0
mtl-aa 5 Systems - 33 Benchmark Results	Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
Debian GNU/Linux 12 Benchmarks 1 System - 15 Benchmark Results	2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 08HT8T - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - GCC 12.2.0
dnn 2 Systems - 24 Benchmark Results	AMD Ryzen AI 9 HX 370 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
dddd 3 Systems - 24 Benchmark Results	AMD Ryzen AI 9 365 - ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 - AMD Device 1507 Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
ddddddd 3 Systems - 55 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.8.0-40-generic - GNOME Shell 42.9
litert-onednn-xnnpack 3 Systems - 24 Benchmark Results	2 x AMD EPYC 9575F 64-Core - AMD VOLCANO - AMD Device 153a Ubuntu 24.04 - 6.8.12-powercap-1ah-patched - GCC 13.2.0
new rn tr 4 Systems - 24 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 24.10 - 6.11.0-8-generic - GNOME Shell 47.0

XNNPACK

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Performance Metrics

XNNPACK b7b048

Model: QS8MobileNetV2

Tested CPU Architectures

Recent Test Results

Compare

System76 Thelio Astra ARM Desktop Benchmarks

gnr-new

epyc turin

dddd

dsdfds

3600x 2024

2 x Intel Xeon Gold 6144 Benchmarks

2 x Intel Xeon Gold 6144 + Matrox G200eW3 + Dell PowerEdge R640 08HT8T (2.21.2 BIOS)

mtl-aa

Debian GNU/Linux 12 Benchmarks

dnn

dddd

ddddddd

litert-onednn-xnnpack

new rn tr

Most Popular Test Results