LiteRT Benchmark - OpenBenchmarking.org

This is a benchmark of LiteRT (formerly known as TensorFlow Lite) focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This LiteRT benchmark test profile is measuring the average inference time.

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

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

OpenBenchmarking.org metrics for this test profile configuration based on 145 public results since 15 October 2024 with the latest data as of 21 November 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

Microseconds (Average)

ARMv8 Neoverse-V2 72-Core

99th

585 ^{+/- 2}

AMD Ryzen 7 9800X3D 8-Core

94th

724 ^{+/- 2}

Intel Core Ultra 9 285K

87th

873 ^{+/- 22}

Intel Core i9-14900K

80th

989 ^{+/- 4}

AMD Ryzen 9 9950X 16-Core

76th

1019 ^{+/- 28}

Mid-Tier

75th

> 1081

Intel Core Ultra 5 245K

73rd

1083 ^{+/- 5}

Intel Core i9-10980XE

71st

1331 ^{+/- 15}

AMD Ryzen 7 7840HS

68th

1547 ^{+/- 68}

ARMv8 Neoverse-N1 128-Core

63rd

1785 ^{+/- 98}

Intel Core i5-12600K

61st

1820 ^{+/- 10}

AMD Ryzen Threadripper 3970X 32-Core

58th

1843 ^{+/- 32}

AMD Ryzen Threadripper 7980X 64-Cores

54th

2124 ^{+/- 16}

Median

50th

2171

2 x Intel Xeon Gold 6144

49th

2184 ^{+/- 20}

AMD Ryzen 9 3900XT 12-Core

45th

2261 ^{+/- 22}

AMD Ryzen AI 9 HX 370

45th

2264 ^{+/- 4}

AMD Ryzen AI 9 365

43rd

2286 ^{+/- 124}

AMD Ryzen 7 7840U

41st

3050 ^{+/- 146}

Intel Core i7-1280P

37th

3242 ^{+/- 30}

AMD Ryzen 7 PRO 5850U

35th

3295 ^{+/- 104}

Intel Core Ultra 7 256V

34th

3381 ^{+/- 28}

AMD Ryzen 9 5900HX

30th

3707 ^{+/- 58}

Intel Core i7-1185G7

27th

3819 ^{+/- 83}

Intel Core Ultra 7 155H

26th

3887 ^{+/- 115}

Low-Tier

25th

> 3895

AMD Ryzen Threadripper 3990X 64-Core

23rd

4202 ^{+/- 37}

AMD EPYC 9655P 96-Core

20th

4420 ^{+/- 22}

2 x AMD EPYC 9575F 64-Core

16th

5921 ^{+/- 270}

Intel Xeon 6980P

12th

8182 ^{+/- 434}

Based on OpenBenchmarking.org data, the selected test / test configuration (LiteRT 2024-10-15 - Model: Mobilenet Float) has an average run-time of 5 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 0.4%.

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.

rrrr 3 Systems - 79 Benchmark Results	AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
sssx 3 Systems - 166 Benchmark Results	Intel Core i7-1065G7 - Dell XPS 13 7390 2-in-1 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
ssss 3 Systems - 80 Benchmark Results	Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.10 - 6.11.0-rc6-phx - GNOME Shell 47.0
eee Featured Graphics Comparison	AMD Phoenix1 - AMD Radeon 780M 512MB
litert Ryzen 7 9800X3D 4 Systems - 8 Benchmark Results	AMD Ryzen 7 9800X3D 8-Core - ASRock X870E Taichi - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
lrt1 1 System - 1 Benchmark Result	Intel Core i7-4790 - Dell 0TDG4V - Intel 4th Gen Core DRAM Fedora Linux 41 - 6.11.5-300.fc41.x86_64 - GNOME Shell 47.1
dddd Featured Kernel Comparison	6.8.0-39-generic - 6.8.0-40-generic
ddddd 2 Systems - 63 Benchmark Results	AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
Arch Linux Benchmarks 1 System - 10 Benchmark Results	AMD Ryzen 7 7800X3D 8-Core - Gigabyte B650 EAGLE AX - AMD Device 14d8 Arch Linux - 6.11.5-arch1-1 - GCC 14.2.1 20240910
ASUS ROG MAXIMUS Z890 HERO BIOS Flashing Method 2 Systems - 84 Benchmark Results	Intel Core Ultra 9 285K - ASUS ROG MAXIMUS Z890 HERO - Intel Device ae7f Ubuntu 24.10 - 6.11.0-9-generic - GNOME Shell 47.0
Intel Arrow Lake Memory Performance Featured Memory Comparison	2 x 16GB DDR5-6000MT - 2 x 16GB DDR5-6400MT - 2 x 32GB DDR5-6400MT - 2 x 24GB DDR5-7000MT - 2 x 16GB DDR5-8000MT - 2 x 24GB DDR5-8000MT
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

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
Intel Arrow Lake Memory Performance Featured Memory Comparison	Intel Core Ultra 9 285K - ASUS ROG MAXIMUS Z890 HERO - Intel Device ae7f Ubuntu 24.10 - 6.11.0-9-generic - GNOME Shell 47.0
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
rt up 4 Systems - 24 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.1-061001-generic - GNOME Shell 46.0
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
rt gh200 4 Systems - 24 Benchmark Results	ARMv8 Neoverse-V2 - Pegatron JIMBO P4352 - 1 x 480GB LPDDR5-6400MT Ubuntu 24.04 - 6.8.0-45-generic-64k - NVIDIA
new rn 4 Systems - 24 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.8.0-45-generic - GNOME Shell 42.9
rt ml lunar lalke 4 Systems - 24 Benchmark Results	Intel Core Ultra 7 256V - ASUS Zenbook S 14 UX5406SA_UX5406SA UX5406SA v1.0 - Intel Device a87f Ubuntu 24.10 - 6.11.0-8-generic - 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
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
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
litert xnnpack 3 Systems - 17 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
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
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
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

LiteRT

Project Site

Source Repository

Test Created

Test Maintainer

Test Type

Average Install Time

Average Run Time

Supported Platforms

Revision History

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

Tested CPU Architectures

Recent Test Results

Most Popular Test Results