LiteRT

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.

Project Site

ai.google.dev

Source Repository

github.com

Test Created

15 October 2024

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

7 Seconds

Average Run Time

3 Minutes, 27 Seconds

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsLiteRT Popularity Statisticspts/litert2024.102024.112024.12400800120016002000
* 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 4 December 2024.
Mobilenet Quant12.3%Quantized COCO SSD MobileNet v112.3%Inception ResNet V212.3%Inception V412.6%SqueezeNet12.6%Mobilenet Float13.1%NASNet Mobile12.5%DeepLab V312.4%Model Option PopularityOpenBenchmarking.org

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.

Suites Using This Test

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

LiteRT 2024-10-15

Model: Mobilenet Float

OpenBenchmarking.org metrics for this test profile configuration based on 163 public results since 15 October 2024 with the latest data as of 5 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)
88th
15
873 +/- 22
82nd
4
989 +/- 4
Mid-Tier
75th
> 1092
74th
3
1331 +/- 15
72nd
3
1547 +/- 68
66th
3
1820 +/- 10
55th
5
2184 +/- 20
51st
4
2264 +/- 4
Median
50th
2267
49th
3
2286 +/- 124
47th
4
2427 +/- 2
45th
4
3050 +/- 146
42nd
4
3242 +/- 30
40th
3
3295 +/- 104
39th
4
3381 +/- 28
35th
4
3707 +/- 58
32nd
3
3819 +/- 83
32nd
4
3887 +/- 115
Low-Tier
25th
> 4399
18th
19
4557 +/- 416
10th
3
8182 +/- 434
OpenBenchmarking.orgDistribution Of Public Results - Model: Mobilenet Float163 Results Range From 582 To 75230 Microseconds58220753568506165548047954011033125261401915512170051849819991214842297724470259632745628949304423193533428349213641437907394004089342386438794537246865483584985151344528375433055823573165880960302617956328864781662746776769260707537224673739752321530456075

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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkModel: Mobilenet FloatRun-Time48121620Min: 3 / Avg: 4.53 / Max: 13

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.4%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: Mobilenet FloatDeviation3691215Min: 0 / Avg: 0.38 / Max: 7

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.

CPU Architecture
Kernel Identifier
Verified On
Intel / AMD x86 64-bit
x86_64
(Many Processors)
ARMv8 64-bit
aarch64
ARMv8 Neoverse-N1 128-Core, ARMv8 Neoverse-V2, ARMv8 Neoverse-V2 72-Core

Recent Test Results

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Arch Linux - 6.11.5-arch1-1 - GCC 14.2.1 20240910

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

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8 Systems - 27 Benchmark Results

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Ubuntu 24.04 - 6.10.0-phx - GCC 13.2.0

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

Most Popular Test Results

OpenBenchmarking.org Results Compare

4 Systems - 24 Benchmark Results

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Ubuntu 24.10 - 6.12.0-rc7-linux-pm-next-phx - GNOME Shell 47.0

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

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

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

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

3 Systems - 24 Benchmark Results

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Ubuntu 24.04 - 6.8.12-powercap-1ah-patched - GCC 13.2.0

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 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

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Intel Core Ultra 7 256V - ASUS Zenbook S 14 UX5406SA_UX5406SA UX5406SA v1.0 - Intel Device a87f

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Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5

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Intel Xeon 6980P - Intel AvenueCity v0.01 - Intel Ice Lake IEH

Ubuntu 24.04 - 6.10.0-phx - GCC 13.2.0

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

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Ubuntu 24.04 - 6.10.0-061000rc6daily20240706-generic - GNOME Shell 46.0

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