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, 9 Seconds

Average Run Time

21 Minutes, 23 Seconds

Test Dependencies

Python

Accolades

10k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsAI Benchmark Alpha Popularity Statisticspts/ai-benchmark2020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052004006008001000
* 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 Sat, 08 May 2021 01:41:22 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 859 public results since 8 July 2020 with the latest data as of 6 May 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)
100th
4
4304 +/- 8
97th
4
3616 +/- 148
87th
16
3433 +/- 179
87th
3
3429 +/- 130
86th
17
3391 +/- 206
86th
6
3388 +/- 196
86th
16
3380 +/- 100
84th
9
3327 +/- 119
83rd
8
3294 +/- 194
81st
8
3226 +/- 141
81st
8
3222 +/- 245
81st
6
3193 +/- 359
79th
9
3141 +/- 155
Mid-Tier
75th
< 3084
75th
9
3077 +/- 145
72nd
11
3019 +/- 226
71st
16
2986 +/- 151
69th
10
2921 +/- 400
67th
31
2901 +/- 144
65th
5
2830 +/- 143
64th
15
2811 +/- 87
63rd
8
2766 +/- 129
61st
3
2726 +/- 7
59th
3
2676 +/- 326
58th
7
2655 +/- 149
56th
5
2617 +/- 155
52nd
8
2579 +/- 10
51st
6
2566 +/- 124
51st
10
2553 +/- 106
51st
12
2499 +/- 89
Median
50th
2492
49th
8
2473 +/- 14
45th
9
2389 +/- 11
43rd
23
2358 +/- 142
42nd
12
2341 +/- 112
41st
14
2303 +/- 12
37th
13
2227 +/- 12
34th
10
2207 +/- 77
32nd
4
2144 +/- 12
32nd
5
2143 +/- 272
32nd
3
2137 +/- 10
31st
17
2129 +/- 90
30th
4
2084 +/- 4
30th
3
2083 +/- 56
29th
10
2004 +/- 52
Low-Tier
25th
< 1939
24th
3
1856 +/- 113
23rd
3
1742 +/- 21
23rd
3
1741 +/- 6
22nd
4
1716 +/- 12
21st
4
1699 +/- 3
20th
9
1622 +/- 42
19th
5
1602 +/- 7
18th
4
1549 +/- 9
16th
6
1429 +/- 2
16th
3
1408 +/- 5
15th
6
1394 +/- 3
14th
6
1386 +/- 4
14th
4
1381 +/- 18
13th
4
1353 +/- 17
12th
3
1324 +/- 11
10th
19
1282 +/- 34
8th
13
1229 +/- 76
8th
4
1202 +/- 12
7th
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 Score855 Results Range From 249 To 22485 Score2496941139158420292474291933643809425446995144558960346479692473697814825987049149959410039104841092911374118191226412709131541359914044144891493415379158241626916714171591760418049184941893919384198292027420719211642160922054224994080120160200

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: 20.56 / 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 Score4681216243248641281.09172.18343.27514.36685.4585

Recent Test Results

OpenBenchmarking.org Results Compare

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

1 System - 3 Benchmark Results

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

Ubuntu 20.04 - 5.8.0-50-generic - GNOME Shell 3.36.7

1 System - 732 Benchmark Results

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

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

1 System - 3 Benchmark Results

Intel Core i7-8550U - LENOVO 20L5CTO1WW - Intel Xeon E3-1200 v6

Slackware 14.2 x86_64 - 5.10.32 - Xfce 4.16

1 System - 3 Benchmark Results

Intel Core i7-8569U - Apple MacBook Pro - 2 x 8 GB LPDDR3-2133MHz

macOS 11.2.3 - 20.3.0 - GCC 12.0.0 + Clang 12.0.0

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

2 Systems - 102 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

1 System - 103 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

1 System - 3 Benchmark Results

AMD Ryzen Threadripper 1920X 12-Core - Gigabyte X399 DESIGNARE EX-CF - 32GB

Ubuntu 20.04.1 LTS - 5.10.21-Unraid - NVIDIA

3 Systems - 176 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef

Ubuntu 20.10 - 5.12.0-rc7-dyn-preempt - GNOME Shell 3.38.1

1 System - 136 Benchmark Results

AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.01 - AMD Starship

Ubuntu 20.04 - 5.4.0-72-generic - GNOME Shell 3.36.7

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