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

2 Minutes, 7 Seconds

Average Run Time

21 Minutes, 23 Seconds

Test Dependencies

Python

Accolades

20k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsAI Benchmark Alpha Popularity Statisticspts/ai-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.112K4K6K8K10K
* 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 current as of 22 November 2022.

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 1,170 public results since 8 July 2020 with the latest data as of 19 November 2022.

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)
100th
6
3337 +/- 35
99th
6
2434 +/- 39
97th
3
2309 +/- 18
96th
10
2267 +/- 145
95th
3
2221 +/- 145
94th
3
2139 +/- 247
94th
5
2138 +/- 260
86th
8
2002 +/- 102
86th
9
1989 +/- 102
85th
16
1982 +/- 87
85th
6
1973 +/- 104
84th
8
1961 +/- 73
83rd
3
1950 +/- 2
83rd
24
1950 +/- 91
82nd
10
1935 +/- 95
81st
13
1926 +/- 160
79th
16
1908 +/- 70
77th
8
1889 +/- 128
77th
17
1888 +/- 95
77th
4
1888 +/- 245
Mid-Tier
75th
< 1861
74th
31
1846 +/- 98
74th
9
1845 +/- 43
73rd
6
1838 +/- 205
66th
15
1719 +/- 54
66th
10
1708 +/- 178
65th
11
1667 +/- 121
60th
3
1608 +/- 65
59th
16
1597 +/- 67
58th
8
1576 +/- 3
56th
23
1533 +/- 91
54th
3
1488 +/- 64
54th
6
1485 +/- 104
53rd
8
1466 +/- 60
Median
50th
1438
50th
12
1430 +/- 64
49th
10
1420 +/- 55
49th
4
1399 +/- 132
47th
14
1373 +/- 43
47th
5
1366 +/- 43
46th
11
1357 +/- 199
46th
10
1355 +/- 116
44th
6
1320 +/- 57
44th
16
1306 +/- 51
43rd
8
1295 +/- 7
41st
6
1270 +/- 25
39th
12
1238 +/- 56
37th
15
1167 +/- 14
34th
10
1116 +/- 40
32nd
5
1100 +/- 33
32nd
13
1099 +/- 5
32nd
4
1094 +/- 85
32nd
5
1088 +/- 80
31st
3
1081 +/- 10
31st
17
1079 +/- 39
30th
6
1046 +/- 26
28th
4
1022 +/- 2
27th
3
1008 +/- 32
27th
5
1001 +/- 59
26th
10
957 +/- 14
26th
4
956 +/- 1
Low-Tier
25th
< 956
24th
4
941 +/- 52
23rd
3
889 +/- 4
23rd
4
888 +/- 6
23rd
3
878 +/- 14
23rd
3
865 +/- 4
22nd
3
834 +/- 4
21st
5
812 +/- 13
20th
10
760 +/- 21
18th
6
743 +/- 2
18th
4
740 +/- 8
18th
8
740 +/- 11
17th
4
733 +/- 5
17th
3
730 +/- 42
17th
5
729 +/- 5
16th
6
721 +/- 10
15th
3
702 +/- 2
14th
22
675 +/- 20
13th
3
668 +/- 4
13th
9
665 +/- 2
12th
6
662 +/- 2
11th
4
644 +/- 8
11th
3
630 +/- 4
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
4
250 +/- 21
OpenBenchmarking.orgDistribution Of Public Results - Device Inference Score1170 Results Range From 46 To 19956 Score464458441243164220412440283932383637403644354834523356326031643068297228762780268425882492239622100211042010819112181161712016124151281413213136121401114410148091520815607160061640516804172031760218001184001879919198195971999660120180240300

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: 7 / Avg: 20.37 / 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 Score468121624324864961283691215

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 80-Core

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 334 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2

2 Systems - 334 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2

1 System - 3 Benchmark Results

Intel Core i7-11800H - GIGABYTE AORUS 15P XD - Intel Tiger Lake-H

Ubuntu 22.10 - 6.0.7-060007-generic - KDE Plasma 5.25.5

1 System - 3 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASRock B450M Steel Legend - AMD Starship

Arch rolling - 6.0.7-arch1-1 - GNOME Shell 43.1

1 System - 3 Benchmark Results

Intel Core i9-13900K - System76 Thelio Mira - Intel Device 7aa7

Pop 22.04 - 6.0.3-76060003-generic - GNOME Shell 42.3.1

2 Systems - 549 Benchmark Results

1 System - 78 Benchmark Results

Intel Core i5-4250U - Apple MacBook Air - Apple SSD

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0

1 System - 3 Benchmark Results

AMD Ryzen 7 2700X Eight-Core - ASUS ROG STRIX B450-F GAMING - AMD 17h

Pop 22.04 - 6.0.2-76060002-generic - GNOME Shell 42.3.1

2 Systems - 552 Benchmark Results

AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir

Ubuntu 22.04 - 5.15.0-52-generic - KDE Plasma 5.24.6

1 System - 549 Benchmark Results

1 System - 3 Benchmark Results

2 x Intel Xeon Silver 4215R - Xen HVM domU v4.13 - Intel 440FX 82441FX PMC

Ubuntu 20.04 - 5.4.0-131-generic - 1.1.182

1 System - 149 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7 - 20.6.0 - GCC 13.0.0 + Clang 13.0.0

1 System - 78 Benchmark Results

Intel Core i5-4250U - Apple MacBook Air - Apple SSD

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0

1 System - 78 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7 - 20.6.0 - GCC 13.0.0 + Clang 13.0.0

1 System - 704 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

Ubuntu 22.10 - 5.19.0-21-generic - GNOME Shell 43.0

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 Core i7-10700T - Logic Supply RXM-181 - Intel Comet 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 - 5.8.0-41-generic - GNOME Shell 3.38.2

3 Systems - 101 Benchmark Results

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

Clear Linux OS 34530 - 5.10.31-1033.native - GNOME Shell 3.38.4

6 Systems - 136 Benchmark Results

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

Clear Linux OS 33540 - 5.7.10-972.native - GNOME Shell 3.36.4

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 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

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 - 81 Benchmark Results

2 x AMD EPYC 7742 64-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

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

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 - 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

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