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.

* 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 23 December 2024.

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

OpenBenchmarking.org metrics for this test profile configuration based on 220 public results since 15 October 2024 with the latest data as of 25 December 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

100th

585 ^{+/- 2}

AMD Ryzen 7 9800X3D 8-Core

96th

724 ^{+/- 2}

Intel Core Ultra 9 285K

91st

873 ^{+/- 21}

Intel Core i9-14900K

86th

989 ^{+/- 4}

AMD Ryzen 9 9950X 16-Core

84th

1019 ^{+/- 28}

AMD EPYC 4364P 8-Core

83rd

1045 ^{+/- 1}

Intel Core Ultra 5 245K

80th

1083 ^{+/- 5}

AMD EPYC 4584PX 16-Core

77th

1173 ^{+/- 6}

Mid-Tier

75th

> 1184

AMD EPYC 4564P 16-Core

73rd

1226 ^{+/- 54}

AMD EPYC 4484PX 12-Core

72nd

1244 ^{+/- 3}

AMD EPYC 4464P 12-Core

70th

1247 ^{+/- 4}

Intel Core i9-10980XE

66th

1331 ^{+/- 15}

AMD Ryzen 7 7840HS

64th

1547 ^{+/- 68}

ARMv8 Neoverse-N1 128-Core

60th

1785 ^{+/- 98}

Intel Core i5-12600K

58th

1820 ^{+/- 10}

AMD Ryzen Threadripper 3970X 32-Core

56th

1843 ^{+/- 32}

AMD Ryzen Threadripper 7980X 64-Cores

54th

2125 ^{+/- 13}

Median

50th

2171

2 x Intel Xeon Gold 6144

50th

2184 ^{+/- 20}

AMD EPYC 4124P 4-Core

49th

2193 ^{+/- 2}

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 EPYC 9575F 64-Core

41st

2427 ^{+/- 2}

AMD Ryzen 7 7840U

40th

3050 ^{+/- 146}

Intel Core i7-1280P

37th

3242 ^{+/- 30}

AMD Ryzen 7 PRO 5850U

36th

3295 ^{+/- 104}

Intel Core Ultra 7 256V

35th

3381 ^{+/- 28}

AMD Ryzen 9 5900HX

33rd

3707 ^{+/- 58}

Intel Core i7-1185G7

31st

3819 ^{+/- 83}

Intel Core Ultra 7 155H

30th

3887 ^{+/- 115}

AMD Ryzen Threadripper 3990X 64-Core

28th

4202 ^{+/- 37}

Low-Tier

25th

> 4398

AMD EPYC 9655P 96-Core

23rd

4415 ^{+/- 29}

2 x AMD EPYC 9575F 64-Core

16th

5921 ^{+/- 270}

Intel Xeon 6980P

12th

8182 ^{+/- 434}

ARMv8 Cortex-A76 4-Core

11th

18280 ^{+/- 136}

ARMv8 Cortex-A72 4-Core

2nd

70064 ^{+/- 62}

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.

hurricane-server 1 System - 322 Benchmark Results	AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
hurricane-server 1 System - 322 Benchmark Results
RPi 400 2024 1 System - 628 Benchmark Results	ARMv8 Cortex-A72 - Raspberry Pi 400 Rev 1.0 - Broadcom BCM2711 Debian 12 - 6.6.63-v8+ - X Server 1.21.1.7
RPi 400 2024 1 System - 628 Benchmark Results
a40-ml 1 System - 120 Benchmark Results	80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA
intel i3 n305 litert 1 System - 1 Benchmark Result	Intel Core i3-N305 - Evelyne_ADN - Intel Alder Lake-N PCH Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
ryzen 5950x litert 1 System - 8 Benchmark Results	AMD Ryzen 9 5950X 16-Core - MSI B550 GAMING GEN3 - AMD Starship Ubuntu 24.04 - 6.8.0-49-generic - GNOME Shell 46.0
eoy2024 3 Systems - 218 Benchmark Results
9575F smoke 2 Systems - 116 Benchmark Results	AMD EPYC 9575F 64-Core - Supermicro Super Server H13SSL-N v1.01 - AMD 1Ah Ubuntu 24.10 - 6.12.0-rc7-linux-pm-next-phx - GNOME Shell 47.0
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

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
9575F smoke 2 Systems - 116 Benchmark Results	AMD EPYC 9575F 64-Core - Supermicro Super Server H13SSL-N v1.01 - AMD 1Ah Ubuntu 24.10 - 6.12.0-rc7-linux-pm-next-phx - GNOME Shell 47.0
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
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
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 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 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
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
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
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
gnr-new 8 Systems - 27 Benchmark Results	2 x 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
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
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

LiteRT

Project Site

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Test Created

Test Maintainer

Test Type

Average Install Time

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Supported Platforms

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Suites Using This Test

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

Tested CPU Architectures

Recent Test Results

Most Popular Test Results