AI Benchmark Alpha

AI Benchmark Alpha is a Python library for evaluating artificial intelligence (AI) performance on diverse hardware platforms and relies upon the TensorFlow machine learning library.

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

Project Site

ai-benchmark.com

Test Created

8 July 2020

Last Updated

19 July 2022

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 12 Seconds

Average Run Time

21 Minutes, 23 Seconds

Test Dependencies

Python

Accolades

40k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsAI Benchmark Alpha Popularity Statisticspts/ai-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.112022.122023.012023.022023.032023.042023.052023.062023.072023.082023.094K8K12K16K20K
* 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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 26 September 2023.

Revision History

pts/ai-benchmark-1.0.2   [View Source]   Tue, 19 Jul 2022 13:38:31 GMT
Update tensorflow pip dependency so it works on newer distributuions.

pts/ai-benchmark-1.0.1   [View Source]   Wed, 11 Nov 2020 18:43:35 GMT
Fix for macOS support.

pts/ai-benchmark-1.0.0   [View Source]   Wed, 08 Jul 2020 14:25:53 GMT
Initial commit of AI Benchmark Alpha.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

AI Benchmark Alpha 0.1.2

Device Inference Score

OpenBenchmarking.org metrics for this test profile configuration based on 1,261 public results since 8 July 2020 with the latest data as of 22 September 2023.

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
Score (Average)
99th
9
3243 +/- 194
97th
6
2434 +/- 39
95th
3
2309 +/- 18
94th
11
2274 +/- 139
94th
3
2221 +/- 145
92nd
3
2139 +/- 247
92nd
5
2138 +/- 260
85th
8
2002 +/- 102
85th
9
1989 +/- 102
84th
16
1982 +/- 87
84th
6
1973 +/- 104
83rd
8
1961 +/- 73
82nd
3
1950 +/- 2
82nd
25
1946 +/- 90
81st
10
1935 +/- 95
80th
14
1933 +/- 155
78th
16
1908 +/- 70
76th
7
1898 +/- 39
76th
8
1889 +/- 128
76th
4
1888 +/- 245
76th
17
1888 +/- 95
Mid-Tier
75th
< 1883
73rd
31
1846 +/- 98
73rd
9
1845 +/- 43
72nd
6
1838 +/- 205
65th
15
1719 +/- 54
65th
10
1708 +/- 178
64th
11
1667 +/- 121
59th
3
1608 +/- 65
59th
16
1597 +/- 67
57th
9
1575 +/- 3
55th
23
1533 +/- 91
54th
16
1503 +/- 170
53rd
3
1488 +/- 64
52nd
8
1466 +/- 60
Median
50th
1451
49th
10
1420 +/- 55
47th
5
1376 +/- 125
47th
14
1373 +/- 43
46th
5
1366 +/- 43
46th
11
1358 +/- 111
45th
13
1343 +/- 185
44th
6
1320 +/- 57
43rd
18
1306 +/- 48
42nd
8
1295 +/- 7
40th
6
1270 +/- 25
39th
12
1238 +/- 56
36th
15
1167 +/- 14
34th
10
1116 +/- 40
33rd
6
1104 +/- 31
33rd
6
1103 +/- 80
32nd
13
1099 +/- 5
32nd
4
1094 +/- 85
31st
4
1084 +/- 4
31st
3
1081 +/- 10
31st
17
1079 +/- 39
29th
6
1046 +/- 26
28th
4
1022 +/- 2
26th
3
1008 +/- 32
26th
5
1001 +/- 59
Low-Tier
25th
< 972
25th
10
957 +/- 14
25th
4
956 +/- 1
24th
4
941 +/- 52
23rd
3
889 +/- 4
23rd
4
888 +/- 6
22nd
3
878 +/- 14
22nd
3
865 +/- 4
22nd
3
834 +/- 4
21st
5
812 +/- 13
19th
10
760 +/- 21
18th
6
743 +/- 2
18th
4
740 +/- 8
18th
8
740 +/- 11
17th
4
733 +/- 5
17th
3
730 +/- 24
17th
3
730 +/- 42
17th
5
729 +/- 5
16th
6
721 +/- 10
15th
3
702 +/- 2
13th
23
670 +/- 29
13th
3
668 +/- 4
13th
9
665 +/- 2
12th
6
662 +/- 2
11th
4
644 +/- 8
10th
4
609 +/- 43
10th
17
595 +/- 56
9th
3
581 +/- 3
8th
4
574 +/- 5
6th
4
510 +/- 2
5th
15
459 +/- 27
4th
4
406 +/- 10
3rd
5
251 +/- 19
OpenBenchmarking.orgDistribution Of Public Results - Device Inference Score1260 Results Range From 46 To 30395 Score4665312601867247430813688429549025509611667237330793785449151975810365109721157912186127931340014007146141522115828164351704217649182561886319470200772068421291218982250523112237192432624933255402614726754273612796828575291822978930396100200300400500

Based on OpenBenchmarking.org data, the selected test / test configuration (AI Benchmark Alpha 0.1.2 - Device Inference Score) has an average run-time of 21 minutes. By default this test profile is set to run at least 1 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 BenchmarkDevice Inference ScoreRun-Time1020304050Min: 6 / Avg: 20.18 / Max: 48

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseAI Benchmark Alpha CPU Core ScalingDevice Inference Score46810121624324864961282.014.026.038.0410.05

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
arm64
Apple M1
ARMv8 64-bit
aarch64
ARMv8 9-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 80-Core, ARMv8 Neoverse-V1

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 4 Benchmark Results

Intel Core i5-1135G7 - HP 87E1 - Intel Tiger Lake-LP

Ubuntu 22.04 - 6.4.8-060408-generic - GNOME Shell 42.9

1 System - 3 Benchmark Results

Intel Xeon W-3275M - Parallels Software Virtual - Red Hat Virtio + ICH8

Ubuntu 22.04 - 6.2.0-32-generic - GNOME Shell 42.9

1 System - 3 Benchmark Results

2 x Intel Xeon E5-2696 v4 - HUANANZHI X99-F8D PLUS - Intel Xeon E7 v4

Ubuntu 22.04 - 6.4.6-060406-generic - GNOME Shell 42.9

11 Systems - 22 Benchmark Results

Intel Core i3-2310M - LENOVO 4290W1A - Intel 2nd Generation Core DRAM

Ubuntu 22.04 - 6.2.0-32-generic - X Server 1.21.1.4

1 System - 3 Benchmark Results

AMD FX-6300 Six-Core - MSI 970 GAMING - AMD RD9x0

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

1 System - 3 Benchmark Results

Intel Core i9-11900H - 32GB - 0GB Virtual Disk + 9GB Virtual Disk + 1100GB Virtual Disk

Ubuntu 22.04 - 5.15.90.1-microsoft-standard-WSL2 - Wayland

1 System - 36 Benchmark Results

AMD Ryzen Threadripper PRO 3955WX 16-Cores - LENOVO 1046 - AMD Starship

Ubuntu 20.04 - 5.16.12-usb32-p620 - GNOME Shell 3.36.9

2 Systems - 15 Benchmark Results

Intel Core i7-3770 - HP 3397 - Intel Xeon E3-1200 v2

Ubuntu 20.04 - 5.15.0-71-generic - GNOME Shell 3.36.9

4 Systems - 14 Benchmark Results

Intel Core i3-8100 - Gigabyte Z370M D3H-CF - Intel 8th Gen Core 4-core Desktop

Kali 2023.2 - 6.1.0-kali9-amd64 - Xfce 4.18

4 Systems - 14 Benchmark Results

Intel Core i3-8100 - Gigabyte Z370M D3H-CF - Intel 8th Gen Core 4-core Desktop

Kali 2023.2 - 6.1.0-kali9-amd64 - Xfce 4.18

1 System - 253 Benchmark Results

AMD Ryzen 5 7600X 6-Core - ASUS TUF GAMING B650-PLUS WIFI - AMD Device 14d8

Ubuntu 22.04 - 5.19.0-50-generic - GNOME Shell 42.9

1 System - 3 Benchmark Results

Intel Core i9-10980XE - ASUS WS X299 SAGE/10G - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.15.0-76-generic - GNOME Shell 3.36.4

1 System - 229 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASRock X570 Phantom Gaming-ITX/TB3 - AMD Starship

Ubuntu 22.04 - 5.19.0-45-generic - GNOME Shell 42.5

1 System - 253 Benchmark Results

Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH

Ubuntu 22.04 - 5.19.0-42-generic - GNOME Shell 42.5

1 System - 4 Benchmark Results

AMD EPYC 9354P 32-Core - Supermicro H13SSL-N v1.01 - AMD Device 14a4

Ubuntu 22.04 - 5.19.0-41-generic - GNOME Shell 42.5

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 535 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

3 Systems - 174 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Fedora 33 - 5.8.11-300.fc33.x86_64 - GNOME Shell 3.38.0

2 Systems - 151 Benchmark Results

Intel Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

8 Systems - 84 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

3 Systems - 101 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

Ubuntu 21.04 - 5.11.0-16-generic - GNOME Shell 3.38.4

6 Systems - 136 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

openSUSE Tumbleweed 20200727 - 5.7.9-1-default - KDE Plasma 5.19.3

3 Systems - 376 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.10.9-051009-generic - GNOME Shell 3.38.1

4 Systems - 110 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Clear Linux OS 34130 - 5.9.16-1009.native - GNOME Shell 3.38.2

4 Systems - 513 Benchmark Results

Intel Core i7-9700TE - C OZE GM-1000 v0.0.01.001 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-25-generic - GNOME Shell 3.38.1

2 Systems - 297 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Pop 20.04 - 5.4.0-7642-generic - GNOME Shell 3.36.4

2 Systems - 85 Benchmark Results

Intel Core i7-10510U - LENOVO 20U9CTO1WW - Intel Comet Lake PCH-LP

Fedora 33 - 5.9.16-200.fc33.x86_64 - KDE Plasma 5.20.4

3 Systems - 253 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.6.0-1034-oem - GNOME Shell 3.36.4

2 Systems - 81 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-44-generic - GNOME Shell 3.36.4

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