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, 10 Seconds

Average Run Time

21 Minutes, 30 Seconds

Test Dependencies

Python

Accolades

10k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsAI Benchmark Alpha Popularity Statisticspts/ai-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042004006008001000
* 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 current as of Tue, 13 Apr 2021 00:39:25 GMT.

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 1,022 public results since 8 July 2020 with the latest data as of 10 April 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
# Matching Public Results
Score (Average)
99th
4
3616 +/- 148
92nd
16
3433 +/- 179
92nd
3
3429 +/- 130
91st
17
3391 +/- 206
91st
6
3388 +/- 196
91st
16
3380 +/- 100
89th
9
3327 +/- 119
89th
8
3294 +/- 194
87th
8
3226 +/- 141
87th
8
3222 +/- 245
87th
6
3193 +/- 359
85th
9
3141 +/- 155
82nd
9
3077 +/- 145
80th
11
3019 +/- 226
79th
16
2986 +/- 151
77th
10
2921 +/- 400
Mid-Tier
75th
< 2905
75th
31
2901 +/- 144
74th
5
2830 +/- 143
74th
15
2811 +/- 87
73rd
8
2766 +/- 129
69th
3
2676 +/- 326
68th
7
2655 +/- 149
67th
5
2617 +/- 155
64th
8
2579 +/- 10
63rd
6
2566 +/- 124
63rd
10
2553 +/- 106
63rd
7
2532 +/- 300
63rd
12
2499 +/- 89
61st
8
2473 +/- 14
58th
9
2389 +/- 11
56th
23
2358 +/- 142
56th
12
2341 +/- 112
55th
13
2303 +/- 12
51st
13
2227 +/- 12
Median
50th
2218
49th
10
2207 +/- 77
47th
4
2144 +/- 12
47th
5
2143 +/- 272
47th
3
2137 +/- 10
46th
17
2129 +/- 90
46th
4
2084 +/- 4
46th
3
2083 +/- 56
45th
10
2004 +/- 52
30th
3
1856 +/- 113
29th
3
1742 +/- 21
29th
3
1741 +/- 6
28th
4
1716 +/- 12
28th
4
1699 +/- 3
27th
9
1622 +/- 42
26th
5
1602 +/- 7
26th
4
1549 +/- 9
Low-Tier
25th
< 1544
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
13
1229 +/- 76
6th
4
1202 +/- 12
6th
3
1164 +/- 8
5th
6
1132 +/- 4
3rd
12
1006 +/- 45
3rd
4
905 +/- 21
3rd
3
884 +/- 1
OpenBenchmarking.orgDistribution Of Public Results - Device AI Score1022 Results Range From 249 To 22485 Score24969411391584202924742919336438094254469951445589603464796924736978148259870491499594100391048410929113741181912264127091315413599140441448914934153791582416269167141715917604180491849418939193841982920274207192116421609220542249950100150200250

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 22 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: 21.01 / Max: 30

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 Score4681216243248641281.09382.18763.28144.37525.469

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 14 Benchmark Results

Intel Core i5-7200U - HP 8314 v32.25 - Intel Xeon E3-1200 v6

Mageia 8 - 5.10.27-desktop-1.mga8 - GNOME Shell 3.38.3

1 System - 3 Benchmark Results

Intel Core i5-4460 - LENOVO 10B4S2XG00 - Intel 4th Gen Core DRAM

Ubuntu 20.04 - 5.8.0-48-generic - GNOME Shell 3.36.4

1 System - 3 Benchmark Results

Intel Core i9-10980XE - Gigabyte X299 UD4 Pro-CF - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-49-generic - GNOME Shell 3.36.7

1 System - 3 Benchmark Results

Intel Core i9-10980XE - Gigabyte X299 UD4 Pro-CF - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.8.0-49-generic - GNOME Shell 3.36.7

5 Systems - 3 Benchmark Results

AMD Ryzen 7 5800X 8-Core - MSI B450-A PRO MAX - AMD Starship

Ubuntu 20.10 - 5.8.0-48-generic - GNOME Shell 3.38.2

3 Systems - 3 Benchmark Results

AMD Ryzen 7 5800X 8-Core - MSI B450-A PRO MAX - AMD Starship

Ubuntu 20.10 - 5.8.0-48-generic - GNOME Shell 3.38.2

2 Systems - 3 Benchmark Results

AMD Ryzen 7 5800X 8-Core - MSI B450-A PRO MAX - AMD Starship

Ubuntu 20.10 - 5.8.0-48-generic - GNOME Shell 3.38.2

1 System - 3 Benchmark Results

AMD Ryzen 7 5800X 8-Core - MSI B450-A PRO MAX - AMD Starship

Ubuntu 20.10 - 5.8.0-48-generic - GNOME Shell 3.38.2

1 System - 92 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASRock X570 Phantom Gaming-ITX/TB3 - AMD Device 1480

Ubuntu 18.04 - 5.4.0-70-generic - GNOME Shell 3.28.4

2 Systems - 255 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.04 - 5.11.6-051106-generic - GNOME Shell 3.36.4

1 System - 255 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.04 - 5.11.6-051106-generic - 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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