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.

Revision History

pts/litert-1.0.0 [View Source] Tue, 15 Oct 2024 16:03:11 GMT
Initial commit of LiteRT now that TensorFlow Lite rebranded, fork from pts/tensorflow-lite test profile.

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

OpenBenchmarking.org metrics for this test profile configuration based on 101 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

Microseconds (Average)

ARMv8 Neoverse-V2 72-Core

99th

585 ^{+/- 2}

Intel Core Ultra 9 285K

91st

892 ^{+/- 19}

Intel Core i9-14900K

86th

989 ^{+/- 4}

AMD Ryzen 9 9950X 16-Core

81st

1019 ^{+/- 28}

Intel Core Ultra 5 245K

80th

1081

Intel Core i9-10980XE

76th

1331 ^{+/- 15}

Mid-Tier

75th

> 1331

ARMv8 Neoverse-N1 128-Core

67th

1785 ^{+/- 98}

Intel Core i5-12600K

65th

1820 ^{+/- 10}

AMD Ryzen Threadripper 3970X 32-Core

61st

1843 ^{+/- 32}

AMD Ryzen Threadripper 7980X 64-Cores

55th

2124 ^{+/- 16}

Median

50th

2168

2 x Intel Xeon Gold 6144

48th

2184 ^{+/- 20}

AMD Ryzen 9 3900XT 12-Core

42nd

2261 ^{+/- 22}

AMD Ryzen AI 9 HX 370

42nd

2264 ^{+/- 4}

AMD Ryzen AI 9 365

38th

2286 ^{+/- 124}

Intel Core i7-1280P

35th

3242 ^{+/- 30}

Intel Core Ultra 7 256V

31st

3381 ^{+/- 28}

Intel Core Ultra 7 155H

27th

3887 ^{+/- 115}

Low-Tier

25th

> 4038

AMD Ryzen Threadripper 3990X 64-Core

23rd

4202 ^{+/- 37}

2 x AMD EPYC 9575F 64-Core

20th

5921 ^{+/- 270}

Intel Xeon 6980P

15th

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 6 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 0.6%.

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.

2 x Intel Xeon Gold 6144 + Matrox G200eW3 + Dell PowerEdge R640 08HT8T (2.21.2 BIOS) 1 System - 3 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 - ext4
Dell PowerEdge R640 08HT8T (2.21.2 BIOS) On Debian GNU/Linux 12 1 System - 5 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 - ext4
2 x Intel Xeon Gold 6144 Performance 1 System - 8 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 - ext4
2 x Intel Xeon Gold 6144 On Debian GNU/Linux 12 1 System - 8 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 - ext4
6.8.12-2-pve + Debian GNU/Linux 12 Tests 1 System - 8 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 - ext4
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
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
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
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
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

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
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
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
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
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
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
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
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
AMD EPYC Turin Linux Kernels 1 System - 113 Benchmark Results	2 x AMD EPYC 9755 128-Core - AMD VOLCANO - AMD Device 153a Ubuntu 24.04 - 6.8.0-45-generic - GCC 13.2.0 + Clang 18.1.3
2 x Intel Xeon Gold 6144 On Debian GNU/Linux 12 1 System - 8 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 - ext4
2 x Intel Xeon Gold 6144 + Matrox G200eW3 + Dell PowerEdge R640 08HT8T (2.21.2 BIOS) 1 System - 3 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 - ext4
2 x Intel Xeon Gold 6144 Performance 1 System - 8 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 - ext4
Dell PowerEdge R640 08HT8T (2.21.2 BIOS) On Debian GNU/Linux 12 1 System - 5 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 - ext4

LiteRT

Project Site

Source Repository

Test Created

Test Maintainer

Test Type

Average Install Time

Average Run Time

Accolades

Supported Platforms

Revision History

Performance Metrics

LiteRT 2024-10-15

Model: Mobilenet Float

Tested CPU Architectures

Recent Test Results

Most Popular Test Results