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

11 November 2020

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

2 Minutes, 5 Seconds

Average Run Time

21 Minutes, 23 Seconds

Test Dependencies

Python

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsAI Benchmark Alpha Popularity Statisticspts/ai-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.076001200180024003000
* 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 26 July 2021.

Revision History

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 AI Score

OpenBenchmarking.org metrics for this test profile configuration based on 928 public results since 8 July 2020 with the latest data as of 25 July 2021.

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
4
4304 +/- 8
97th
4
3616 +/- 148
88th
16
3433 +/- 179
88th
3
3429 +/- 130
87th
17
3391 +/- 206
87th
6
3388 +/- 196
87th
16
3380 +/- 100
85th
9
3327 +/- 119
85th
8
3294 +/- 194
83rd
8
3226 +/- 141
83rd
8
3222 +/- 245
82nd
6
3193 +/- 359
80th
9
3141 +/- 155
77th
9
3077 +/- 145
Mid-Tier
75th
< 3045
74th
11
3019 +/- 226
73rd
16
2986 +/- 151
71st
10
2921 +/- 400
69th
31
2901 +/- 144
67th
5
2830 +/- 143
67th
15
2811 +/- 87
66th
8
2766 +/- 129
64th
3
2726 +/- 7
62nd
3
2676 +/- 326
61st
7
2655 +/- 149
59th
5
2617 +/- 155
56th
8
2579 +/- 10
55th
6
2566 +/- 124
54th
10
2553 +/- 106
54th
12
2499 +/- 89
53rd
8
2473 +/- 14
Median
50th
2437
49th
9
2389 +/- 11
47th
23
2358 +/- 142
47th
12
2341 +/- 112
42nd
14
2303 +/- 12
39th
13
2227 +/- 12
36th
10
2207 +/- 77
34th
4
2144 +/- 12
34th
5
2143 +/- 272
34th
3
2137 +/- 10
33rd
17
2129 +/- 90
33rd
4
2084 +/- 4
33rd
3
2083 +/- 56
31st
10
2004 +/- 52
Low-Tier
25th
< 1931
25th
3
1856 +/- 113
24th
3
1742 +/- 21
24th
3
1741 +/- 6
23rd
4
1716 +/- 12
22nd
4
1699 +/- 3
21st
9
1622 +/- 42
20th
5
1602 +/- 7
20th
4
1549 +/- 9
15th
6
1429 +/- 2
15th
3
1408 +/- 5
14th
6
1394 +/- 3
14th
6
1386 +/- 4
13th
4
1381 +/- 18
12th
4
1353 +/- 17
12th
3
1324 +/- 11
10th
19
1282 +/- 34
8th
14
1232 +/- 74
7th
4
1202 +/- 12
6th
3
1164 +/- 8
6th
6
1132 +/- 4
4th
12
1006 +/- 45
3rd
4
905 +/- 21
3rd
3
884 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Device AI Score928 Results Range From 243 To 22485 Score2436881133157820232468291333583803424846935138558360286473691873637808825386989143958810033104781092311368118131225812703131481359314038144831492815373158181626316708171531759818043184881893319378198232026820713211582160322048224934080120160200

Based on OpenBenchmarking.org data, the selected test / test configuration (AI Benchmark Alpha 0.1.2 - Device AI 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 AI ScoreRun-Time714212835Min: 16 / Avg: 20.67 / Max: 32

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 AI Score4681216243248641281.823.645.467.289.1

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 3 Benchmark Results

Intel Core i7-11700K - Dell 0427JK - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-80-generic - Xfce 4.14

1 System - 12 Benchmark Results

Intel Core i5-8600K - ASRock Z390 Extreme4 - 32GB

Ubuntu 20.04.2 LTS - 4.15.0-66-generic - NVIDIA

1 System - 3 Benchmark Results

Intel Core i5-8600K - ASRock Z390 Extreme4 - 32GB

Ubuntu 20.04.2 LTS - 4.15.0-66-generic - NVIDIA

1 System - 3 Benchmark Results

AMD PRO A6-8570 R5 8 COMPUTE CORES 2C+6G - BIOSTAR A320MH - AMD 15h

Fedora 34 - 5.12.10-300.fc34.x86_64 - GNOME Shell 40.2

1 System - 3 Benchmark Results

Intel Xeon E3-1505M v6 - Dell 06X96V - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.8.0-55-generic - GNOME Shell 3.36.9

1 System - 3 Benchmark Results

4 x Intel Xeon Platinum 8268 - HPE Superdome Flex v9 - Intel Sky Lake-E DMI3 Registers

SUSE Linux Enterprise Server 15 SP2 15.2 - 5.3.18-24.64-default - GCC 7.5.0

1 System - 3 Benchmark Results

4 x Intel Xeon Platinum 8268 - (BIOS_PUR043.39.05.023 BIOS) - Intel Sky Lake-E DMI3 Registers

SUSE Linux Enterprise High Performance Computing 15 SP2 15.2 - 5.3.18-24.64-default - X Server

2 Systems - 95 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-53-generic - GNOME Shell 3.38.2

1 System - 97 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-53-generic - GNOME Shell 3.38.2

1 System - 3 Benchmark Results

AMD Ryzen 5 2600 Six-Core - ASRock B450M-HDV R4.0 - AMD 17h

Pop 20.10 - 5.11.0-7614-generic - GNOME Shell 3.38.3

1 System - 3 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS ROG STRIX B550-I GAMING - AMD Starship

ManjaroLinux 21.0.3 - 5.10.32-1-MANJARO - GNOME Shell 3.38.4

5 Systems - 59 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

Ubuntu 20.04 - 5.11.0-051100-generic - GNOME Shell 3.36.4

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