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

1 Minute, 10 Seconds

Average Run Time

21 Minutes, 23 Seconds

Test Dependencies

Python

Accolades

40k+ Downloads

Supported Platforms

* 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 updated weekly as of 3 December 2023.

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 1,146 public results since 8 July 2020 with the latest data as of 6 November 2023.

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)

AMD Ryzen 9 7950X 16-Core

98th

3243 ^{+/- 194}

AMD Ryzen 9 7900X 12-Core

98th

2855 ^{+/- 3}

AMD EPYC 75F3 32-Core

96th

2434 ^{+/- 39}

AMD EPYC 7543 32-Core

94th

2309 ^{+/- 18}

AMD EPYC 7773X 64-Core

94th

2288

AMD Ryzen 7 7700X 8-Core

93rd

2274 ^{+/- 139}

AMD EPYC 7643 48-Core

93rd

2221 ^{+/- 145}

AMD EPYC 7663 56-Core

92nd

2139 ^{+/- 247}

AMD EPYC 7763 64-Core

92nd

2138 ^{+/- 260}

2 x AMD EPYC 7513 32-Core

90th

2110 ^{+/- 22}

2 x AMD EPYC 75F3 32-Core

87th

2044 ^{+/- 59}

2 x AMD EPYC 7413 24-Core

86th

2038 ^{+/- 90}

2 x AMD EPYC 74F3 24-Core

85th

2014 ^{+/- 63}

AMD EPYC 7642 48-Core

85th

2002 ^{+/- 102}

AMD EPYC 7662 64-Core

84th

1989 ^{+/- 102}

2 x Intel Xeon Platinum 8280

84th

1983 ^{+/- 246}

AMD EPYC 7542 32-Core

83rd

1973 ^{+/- 104}

2 x AMD EPYC 73F3 16-Core

83rd

1971 ^{+/- 53}

AMD EPYC 7552 48-Core

82nd

1961 ^{+/- 73}

AMD EPYC 73F3 16-Core

82nd

1950 ^{+/- 2}

Intel Core i9-10980XE

81st

1946 ^{+/- 90}

AMD EPYC 7502P 32-Core

81st

1944 ^{+/- 91}

2 x AMD EPYC 7313 16-Core

80th

1935 ^{+/- 59}

AMD EPYC 7742 64-Core

80th

1935 ^{+/- 95}

Intel Core i9-13900K

80th

1933 ^{+/- 155}

AMD Ryzen Threadripper 3960X 24-Core

80th

1930 ^{+/- 266}

AMD EPYC 7F72 24-Core

77th

1908 ^{+/- 70}

AMD Ryzen 5 7600X 6-Core

76th

1898 ^{+/- 39}

Mid-Tier

75th

< 1893

AMD EPYC 7532 32-Core

75th

1889 ^{+/- 128}

AMD Ryzen Threadripper 3990X 64-Core

75th

1887 ^{+/- 147}

2 x Intel Xeon Platinum 8480

74th

1868 ^{+/- 8}

AMD EPYC 7502 32-Core

74th

1861

AMD EPYC 7702 64-Core

72nd

1846 ^{+/- 98}

Intel Xeon Gold 6226R

72nd

1845 ^{+/- 43}

AMD EPYC 7402P 24-Core

71st

1842 ^{+/- 102}

2 x Intel Xeon Gold 6138

71st

1835 ^{+/- 265}

2 x AMD EPYC 7643 48-Core

70th

1834 ^{+/- 34}

2 x Intel Xeon Gold 6250

69th

1818 ^{+/- 245}

AMD EPYC 7452 32-Core

69th

1811

2 x AMD EPYC 7663 56-Core

65th

1730 ^{+/- 44}

2 x AMD EPYC 7F72 24-Core

65th

1715 ^{+/- 60}

AMD EPYC 7F52 16-Core

64th

1667 ^{+/- 121}

2 x Intel Xeon Gold 5220R

63rd

1659 ^{+/- 164}

2 x AMD EPYC 7763 64-Core

63rd

1656 ^{+/- 57}

AMD EPYC 7352 24-Core

62nd

1638

2 x AMD EPYC 7452 32-Core

61st

1632 ^{+/- 90}

2 x AMD EPYC 7773X 64-Core

61st

1619

Intel Core i7-12700K

60th

1608 ^{+/- 65}

AMD EPYC 7302P 16-Core

58th

1576 ^{+/- 78}

Intel Core i9-12900K

58th

1575 ^{+/- 3}

2 x AMD EPYC 7742 64-Core

57th

1549 ^{+/- 93}

AMD Ryzen 9 5950X 16-Core

55th

1503 ^{+/- 170}

2 x AMD EPYC 72F3 8-Core

55th

1488 ^{+/- 64}

AMD EPYC 7282 16-Core

54th

1466 ^{+/- 60}

AMD Ryzen 7 5800X3D 8-Core

54th

1465 ^{+/- 1}

2 x AMD EPYC 7702 64-Core

53rd

1456 ^{+/- 23}

Intel Core i9-10900K

51st

1420 ^{+/- 55}

Median

50th

1418

AMD Ryzen 9 3950X 16-Core

48th

1376 ^{+/- 125}

Intel Core i9-11900K

48th

1373 ^{+/- 43}

Intel Xeon Gold 5218

48th

1366 ^{+/- 43}

Intel Core i5-13600K

47th

1358 ^{+/- 111}

AMD Ryzen 9 3900X 12-Core

47th

1343 ^{+/- 185}

AMD EPYC 7272 12-Core

46th

1320 ^{+/- 57}

AMD Ryzen 7 5800X 8-Core

45th

1306 ^{+/- 48}

Intel Core i9-9900KS

44th

1295 ^{+/- 7}

AMD EPYC 72F3 8-Core

42nd

1270 ^{+/- 25}

2 x AMD EPYC 7601 32-Core

41st

1239 ^{+/- 8}

AMD EPYC 7F32 8-Core

41st

1238 ^{+/- 56}

Intel Core i9-9900K

38th

1167 ^{+/- 14}

AMD EPYC 7601 32-Core

38th

1145

Intel Xeon Silver 4216

37th

1128

Intel Xeon E-2288G

36th

1116 ^{+/- 40}

AMD Ryzen 5 5600X 6-Core

35th

1104 ^{+/- 31}

Intel Core i5-12600K

35th

1103 ^{+/- 80}

Intel Core i5-10600K

34th

1099 ^{+/- 5}

AMD Ryzen 7 3700X 8-Core

34th

1094 ^{+/- 85}

Intel Core i5-13400

34th

1084 ^{+/- 4}

Intel Xeon E5-2687W v3

33rd

1081 ^{+/- 10}

AMD EPYC 7232P 8-Core

32nd

1064 ^{+/- 46}

Intel Xeon Silver 4214R

32nd

1063 ^{+/- 5}

AMD Ryzen 7 3800XT 8-Core

32nd

1059 ^{+/- 6}

AMD Ryzen 7 5700G

31st

1046 ^{+/- 26}

AMD EPYC 7262 8-Core

30th

1029

2 x Intel Xeon E5-2630 v3

30th

1029 ^{+/- 58}

Intel Xeon E5-1680 v3

30th

1022 ^{+/- 2}

AMD EPYC 7252 8-Core

29th

1016

Intel Core i7-6850K

28th

1008 ^{+/- 32}

Intel Core i7-8700K

28th

1001 ^{+/- 59}

Intel Core i7-5960X

27th

956 ^{+/- 1}

Intel Xeon Gold 5217

26th

951 ^{+/- 11}

Intel Core i5-8600K

26th

941 ^{+/- 52}

AMD Ryzen 5 3600XT 6-Core

26th

932 ^{+/- 19}

Low-Tier

25th

< 915

AMD Ryzen 7 PRO 6850U

25th

889 ^{+/- 4}

AMD Ryzen 9 5900HX

25th

888 ^{+/- 6}

Intel Core i5-9400F

24th

878 ^{+/- 14}

AMD Ryzen 7 PRO 5850U

24th

865 ^{+/- 4}

Intel Core i7-7700K

23rd

834 ^{+/- 4}

Intel Core i7-6800K

22nd

812 ^{+/- 13}

Intel Xeon Silver 4215R

22nd

812 ^{+/- 2}

AMD Ryzen 3 3100 4-Core

21st

760 ^{+/- 4}

Intel Core i7-9750H

21st

760 ^{+/- 21}

Intel Xeon E-2278GEL

19th

743 ^{+/- 2}

Intel Core i7-10700T

19th

740 ^{+/- 11}

Intel Core i9-10885H

19th

733 ^{+/- 5}

Intel Core i7-1280P

19th

730 ^{+/- 42}

AMD Ryzen 5 5500U

19th

730 ^{+/- 24}

Intel Xeon E3-1275 v6

18th

729 ^{+/- 5}

AMD Ryzen 7 4700U

17th

721 ^{+/- 10}

Intel Core i3-10100

17th

702 ^{+/- 2}

AMD Ryzen 5 4500U

15th

670 ^{+/- 29}

Intel Core i7-1185G7

14th

668 ^{+/- 4}

Intel Xeon E3-1280 v5

14th

665 ^{+/- 2}

2 x Intel Xeon Silver 4208

13th

662 ^{+/- 10}

Intel Xeon E3-1245 v5

13th

662 ^{+/- 2}

Intel Core i7-9700TE

12th

644 ^{+/- 8}

AMD Ryzen 7 1800X Eight-Core

11th

630 ^{+/- 2}

Intel Core i3-8100

10th

609 ^{+/- 43}

Intel Core i7-1165G7

10th

595 ^{+/- 56}

AMD Ryzen 7 1700 Eight-Core

10th

584 ^{+/- 3}

AMD Ryzen 7 4800U

10th

581 ^{+/- 3}

Intel Core i5-6500

9th

574 ^{+/- 5}

Intel Xeon E5-2609 v4

8th

558 ^{+/- 4}

Intel Xeon E3-1505M v6

8th

558 ^{+/- 39}

Intel Core i7-6700HQ

7th

534 ^{+/- 3}

Intel Core i3-12100

7th

510 ^{+/- 2}

Intel Core i7-1065G7

5th

459 ^{+/- 27}

AMD Ryzen 3 1300X

4th

413

Intel Core i7-8565U

4th

406 ^{+/- 10}

Intel Core i7-3770

3rd

251 ^{+/- 19}

AMD A10-7870K Radeon R7 12 Compute Cores 4C

2nd

110

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.

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.

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, ARMv8 Neoverse-N1 80-Core, ARMv8 Neoverse-V1

h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
aibenchmarkreuslt 2 Systems - 1 Benchmark Result	2 x Intel Xeon Gold 6238 - MCT E7278P - Intel Sky Lake-E DMI3 Registers Ubuntu 18.04 - 5.4.0-131-generic - GNOME Shell 3.28.4
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
atomicrulez_ubuntu_20.04.6_ai-benchmark 1 System - 3 Benchmark Results	Intel Core i9-10850K - ASUS ROG MAXIMUS XII APEX - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
TestRunNewCMake 1 System - 264 Benchmark Results	Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
fred 1 System - 2 Benchmark Results	AMD Ryzen 5 3600X 6-Core - Gigabyte B450M K-CF - AMD Starship Rocky Linux 9.2 - 5.14.0-284.30.1.el9_2.x86_64 - GNOME Shell 40.10
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
test02 1 System - 3 Benchmark Results	Intel Core i9-13900HX - MACHENIKE L16P - Intel Device 7a27 Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9
svc05_hpc_run_1_23-09-22 1 System - 543 Benchmark Results	AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9
ai-laptop 1 System - 4 Benchmark Results	Intel Core i5-1135G7 - HP 87E1 - Intel Tiger Lake-LP Ubuntu 22.04 - 6.4.8-060408-generic - GNOME Shell 42.9
ai-benchmark-macpro 1 System - 3 Benchmark Results	Intel Xeon W-3275M - Parallels Software Virtual - Red Hat Virtio + ICH8 Ubuntu 22.04 - 6.2.0-32-generic - GNOME Shell 42.9
ai-benchmark-xeon_e5_2696v4 1 System - 3 Benchmark Results	2 x Intel Xeon E5-2696 v4 - HUANANZHI X99-F8D PLUS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.4.6-060406-generic - GNOME Shell 42.9
gpt 11 Systems - 22 Benchmark Results	Intel Core i7-3770 - HP 3397 - Intel Xeon E3-1200 v2 Ubuntu 20.04 - 5.11.0-37-generic - GNOME Shell 3.36.9

Renoir vs. Icelake Benchmarks 2 Systems - 535 Benchmark Results	AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.4
Fedora 32 vs. Fedora 33 Beta Benchmarks 3 Systems - 174 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Fedora 32 - 5.8.11-200.fc32.x86_64 - GNOME Shell 3.36.6
OnLogic Helix 500 Linux benchmarks 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
Clear Linux vs. Ubuntu 21.04 Benchmarks 3 Systems - 101 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-50-generic - GNOME Shell 3.38.1
Xeon E 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
Clear Linux vs Other Distros - Tiger Lake 4 Systems - 110 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP ManjaroLinux 20.2 - 5.9.11-3-MANJARO - Xfce 4.14
AMD EPYC 7F72 2P Linux 5.11 3 Systems - 376 Benchmark Results	2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship Ubuntu 20.10 - 5.11.0-051100rc4daily20210122-generic - GNOME Shell 3.38.1
Core i9 Clear Linux Benchmarks 6 Systems - 136 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.4.0-42-generic - GNOME Shell 3.36.4
GM-1000, Karbon 700, CompuLab Airtop PCs 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
AMD Ryzen 9 5950X Linux 5.11 Featured Kernel Comparison	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1
System76 Thelio Major 3990X Pop OS 2 Systems - 297 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.10 - 5.8.0-7625-generic - GNOME Shell 3.38.1
Coder Radio XPS 13 ML Ubuntu Benchmark 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
HP Zbook 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
AMD Ryzen 7900 Series Linux CPU Benchmarks 13 Systems - 333 Benchmark Results	AMD Ryzen 7 5700G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
AMD EPYC 7702 Linux 5.11 Featured Kernel Comparison	AMD EPYC 7702 64-Core - ASRockRack EPYCD8 - AMD Starship Ubuntu 20.10 - 5.10.0-051000daily20201222-generic - GNOME Shell 3.38.1

AI Benchmark Alpha

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

AI Benchmark Alpha 0.1.2

Device Inference Score

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results