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, 3 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-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.096001200180024003000
* 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 16 September 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 1,097 public results since 8 July 2020 with the latest data as of 7 September 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
98th
4
3616 +/- 148
90th
16
3433 +/- 179
90th
3
3429 +/- 130
89th
17
3391 +/- 206
89th
6
3388 +/- 196
89th
16
3380 +/- 100
87th
9
3327 +/- 119
87th
8
3294 +/- 194
86th
8
3226 +/- 141
86th
8
3222 +/- 245
85th
6
3193 +/- 359
83rd
9
3141 +/- 155
81st
9
3077 +/- 145
78th
11
3019 +/- 226
77th
16
2986 +/- 151
76th
10
2921 +/- 400
Mid-Tier
75th
< 2917
74th
31
2901 +/- 144
73rd
5
2830 +/- 143
72nd
15
2811 +/- 87
71st
8
2766 +/- 129
70th
3
2726 +/- 7
68th
3
2676 +/- 326
67th
7
2655 +/- 149
65th
5
2617 +/- 155
63rd
8
2579 +/- 10
62nd
6
2566 +/- 124
62nd
10
2553 +/- 106
61st
13
2496 +/- 86
60th
8
2473 +/- 14
57th
9
2389 +/- 11
55th
23
2358 +/- 142
55th
12
2341 +/- 112
Median
50th
2326
47th
14
2303 +/- 12
44th
13
2227 +/- 12
41st
10
2207 +/- 77
39th
4
2144 +/- 12
39th
5
2143 +/- 272
39th
3
2137 +/- 10
39th
17
2129 +/- 90
38th
4
2084 +/- 4
38th
3
2083 +/- 56
37th
10
2004 +/- 52
26th
3
1856 +/- 113
26th
4
1849 +/- 60
Low-Tier
25th
< 1747
25th
3
1742 +/- 21
25th
3
1741 +/- 6
24th
4
1716 +/- 12
24th
4
1699 +/- 3
23rd
9
1622 +/- 42
22nd
5
1602 +/- 7
22nd
4
1549 +/- 9
13th
6
1429 +/- 2
13th
3
1408 +/- 5
12th
6
1394 +/- 3
12th
6
1386 +/- 4
12th
4
1381 +/- 18
11th
4
1353 +/- 17
10th
3
1324 +/- 11
9th
19
1282 +/- 34
7th
14
1232 +/- 74
7th
4
1202 +/- 12
6th
3
1164 +/- 8
5th
6
1132 +/- 4
4th
12
1006 +/- 45
3rd
4
905 +/- 21
3rd
3
884 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Device AI Score1097 Results Range From 243 To 22485 Score24368811331578202324682913335838034248469351385583602864736918736378088253869891439588100331047810923113681181312258127031314813593140381448314928153731581816263167081715317598180431848818933193781982320268207132115821603220482249360120180240300

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: 20.87 / 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 Score4681216243248641281.12.23.34.45.5

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 3 Benchmark Results

Intel Core i7-6700K - ASUS Z170-DELUXE - 64GB

Ubuntu 20.04.1 LTS - 5.11.22-4-pve - i915drmfb

1 System - 3 Benchmark Results

Intel Core i9-7960X - Gigabyte X299 DESIGNARE EX-CF - Intel Sky Lake-E DMI3 Registers

openSUSE Leap 15.3 - 5.3.18-59.19-default - GNOME Shell 3.34.5

1 System - 3 Benchmark Results

AMD Ryzen 5 3600 6-Core - ASRock B550M-ITX/ac - AMD Starship

Ubuntu 21.04 - 5.11.0-25-generic - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

AMD Ryzen 7 5800X 8-Core - System76 Thelio - AMD Starship

Ubuntu 21.10 - 5.11.0-25-generic - GNOME Shell 40.2

1 System - 17 Benchmark Results

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

Ubuntu 20.04.2 LTS - 4.15.0-66-generic - NVIDIA

1 System - 5 Benchmark Results

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

Ubuntu 20.04.2 LTS - 4.15.0-66-generic - NVIDIA

2 Systems - 13 Benchmark Results

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

Ubuntu 20.04.2 LTS - 4.15.0-66-generic - NVIDIA

1 System - 13 Benchmark Results

Intel Core i7-7800X - ASUS TUF X299 MARK 2 - 32GB

Ubuntu 20.04.2 LTS - 4.15.0-69-generic - NVIDIA

1 System - 13 Benchmark Results

Intel Core i7-7800X - ASUS TUF X299 MARK 2 - 32GB

Ubuntu 20.04.2 LTS - 4.15.0-69-generic - NVIDIA

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

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