oneDNN Benchmark - OpenBenchmarking.org

This is a test of the Intel oneDNN as an Intel-optimized library for Deep Neural Networks and making use of its built-in benchdnn functionality. The result is the total perf time reported. Intel oneDNN was formerly known as DNNL (Deep Neural Network Library) and MKL-DNN before being rebranded as part of the oneAPI initiative.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark onednn.

* 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 Mon, 18 Jan 2021 15:01:31 GMT.

Revision History

pts/onednn-1.6.1 [View Source] Sun, 20 Dec 2020 09:58:16 GMT
This test profile builds and works fine on macOS so enable it (MacOSX).

pts/onednn-1.6.0 [View Source] Wed, 09 Dec 2020 13:47:31 GMT
Update against oneDNN 2.0 upstream.

pts/onednn-1.5.0 [View Source] Wed, 17 Jun 2020 16:26:39 GMT
Initial commit of oneDNN test profile based on Intel oneDNN 1.5, forked from existing mkl-dnn test profile that is named from MKL-DNN before it was renamed to DNNL and then oneDNN. So create new test profile to match Intel naming convention.

Performance Metrics

oneDNN 1.5

Harness: IP Batch 1D - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 404 public results since 17 June 2020 with the latest data as of 8 December 2020.

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

ms (Average)

Intel Core i9-10980XE

96th

0.5

Intel Xeon Gold 6226R

94th

0.8

AMD Ryzen 9 5950X 16-Core

92nd

0.8

AMD Ryzen Threadripper 3970X 32-Core

90th

0.9

Intel Xeon Gold 5218

87th

1.0

Intel Xeon Silver 4216

85th

1.0

AMD Ryzen 9 5900X 12-Core

83rd

1.1

AMD EPYC 7502 32-Core

82nd

1.1 ^{+/- 0.1}

AMD EPYC 7542 32-Core

81st

1.2

AMD Ryzen Threadripper 3960X 24-Core

79th

1.2

AMD EPYC 7502P 32-Core

78th

1.2

Mid-Tier

75th

> 1.2

Intel Core i7-7900X

75th

1.2

AMD EPYC 7532 32-Core

74th

1.3

AMD EPYC 7F72 24-Core

71st

1.3

AMD Ryzen 7 5800X 8-Core

68th

1.4

Intel Xeon Gold 5217

68th

1.4

AMD EPYC 7452 32-Core

68th

1.4

2 x AMD EPYC 7282 16-Core

65th

1.4

Intel Xeon Silver 4214R

64th

1.5 ^{+/- 0.1}

AMD EPYC 7F52 16-Core

64th

1.5

2 x AMD EPYC 7F52 16-Core

63rd

1.5 ^{+/- 0.1}

Intel Core i9-10900K

61st

1.5

AMD EPYC 7402P 24-Core

60th

1.6 ^{+/- 0.1}

AMD EPYC 7302P 16-Core

57th

1.7

AMD EPYC 7352 24-Core

55th

1.7

AMD Ryzen 5 5600X 6-Core

53rd

1.8

AMD EPYC 7282 16-Core

51st

1.8

Median

50th

1.8

Intel Xeon E-2288G

49th

1.9

2 x Intel Xeon Gold 5220R

47th

1.9 ^{+/- 0.2}

AMD Ryzen 9 3900X 12-Core

47th

1.9

2 x AMD EPYC 7252 8-Core

46th

2.0

Intel Xeon Silver 4215R

45th

2.0 ^{+/- 0.2}

2 x AMD EPYC 7262 8-Core

45th

2.0

Intel Core i5-10600K

43rd

2.0

2 x Intel Xeon Platinum 8280

42nd

2.0 ^{+/- 0.1}

AMD EPYC 7642 48-Core

39th

2.2

AMD EPYC 7552 48-Core

37th

2.3

AMD Ryzen 7 3800XT 8-Core

35th

2.5 ^{+/- 0.1}

AMD Ryzen 7 3700X 8-Core

34th

2.6 ^{+/- 0.1}

AMD EPYC 7272 12-Core

34th

2.6

AMD EPYC 7662 64-Core

32nd

2.7

AMD EPYC 7702 64-Core

29th

3.0

AMD EPYC 7F32 8-Core

28th

3.0

Intel Core i7-7700K

26th

3.0

Low-Tier

25th

> 3.1

2 x AMD EPYC 7742 64-Core

25th

3.1 ^{+/- 0.1}

AMD EPYC 7262 8-Core

25th

3.2

AMD EPYC 7252 8-Core

20th

3.5

Intel Xeon E3-1280 v5

19th

3.7

AMD EPYC 7232P 8-Core

19th

3.7 ^{+/- 0.3}

Intel Xeon E3-1245 v5

17th

3.8 ^{+/- 0.1}

AMD Ryzen 5 4500U

15th

4.2 ^{+/- 0.2}

Intel Core i7-9700TE

13th

4.9 ^{+/- 0.2}

Intel Core i5-7600K

12th

5.3

AMD Ryzen 7 2700 Eight-Core

9th

6.5

AMD Ryzen 7 1700 Eight-Core

8th

7.1 ^{+/- 0.5}

AMD Ryzen 9 3900XT 12-Core

7th

8.5

Intel Core i7-4960X

6th

8.8 ^{+/- 0.2}

Intel Core i7-4558U

4th

12.7

AMD Ryzen 3 3200U

2nd

28.1 ^{+/- 1.4}

Intel Core i9-9900K

1st

51.0

Ampere eMAG ARMv8 32-Core

1st

287.0

Based on OpenBenchmarking.org data, the selected test / test configuration (oneDNN 1.5 - Harness: IP Batch 1D - Data Type: u8s8f32 - Engine: CPU) has an average run-time of 2 minutes. By default this test profile is set to run at least 3 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1%.

multi-1 1 System - 189 Benchmark Results	Intel Core i7-4790K - ASRock Z97 Pro4 - Intel 4th Gen Core DRAM Arch rolling - 5.9.10-arch1-1 - Xfce 4.14
f33-machine-learning 1 System - 41 Benchmark Results	Intel Core i7-6700 - ASUS Z170I PRO GAMING - Intel Xeon E3-1200 v5 Fedora 33 - 5.8.16-300.fc33.x86_64 - Cinnamon 4.6.7
Ryzen 9 5900X 3 Systems - 218 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.8.0-29-generic - GNOME Shell 3.38.1
Arch rolling Performance 1 System - 73 Benchmark Results	Intel Core i7-4700HQ - ASUS G750JX v1.0 - Intel Xeon E3-1200 v3 Arch rolling - 5.9.8-arch1-1 - X Server 1.20.9
AWSU20-Multicore 1 System - 214 Benchmark Results	Intel Xeon Platinum 8275CL - Amazon EC2 c5.2xlarge - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-1029-aws - GCC 9.3.0
590xx complessive 12 Systems - 383 Benchmark Results	AMD Ryzen 9 5900X 12-Core - Gigabyte B550I AORUS PRO AX - AMD Starship Ubuntu 20.04 - 5.4.0-53-generic - GNOME Shell 3.36.4
Ryzen 9 3900XT Ubuntu 20.10 Linux 1 System - 201 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.10 - 5.8.0-21-generic - GNOME Shell 3.38.0
amd-ryzen-9-5900x-on-linux-ubuntu-2010 7 Systems - 349 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1
amd-ryzen-9-5900x-on-linux-ubuntu-2010 6 Systems - 349 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1
5950X Extra Featured Processor Comparison	AMD Ryzen 9 5950X 16-Core - AMD Ryzen 7 5800X 8-Core
AMD Ryzen 9 5900X On Linux Ubuntu 20.10 1 System - 282 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1
5950X Extra 1 System - 67 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

Core i9 Clear Linux Benchmarks 6 Systems - 136 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers EndeavourOS rolling - 5.7.10-arch1-1 - Xfce 4.14
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 2 Systems - 403 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 3 Systems - 406 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4
Ryzen 7 1700 Summer Featured Kernel Comparison	AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD 17h Ubuntu 19.10 - 5.8.3-050803-generic - GNOME Shell 3.34.1
7700K Intel 2020 3 Systems - 202 Benchmark Results	Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - GNOME Shell 3.36.4
Threadripper 3970X Ubuntu 20.04 LTS vs. Windows WSL/WSL2 3 Systems - 173 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - 64GB - 931GB Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0
Intel Xeon On Ubuntu 20.10 Featured Processor Comparison	Intel Xeon Gold 5218 - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0
AMD Ryzen 9 3900X 6 Systems - 733 Benchmark Results	AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2
Xeon E3 1280 v5 Featured Kernel Comparison	Intel Xeon E3-1280 v5 - MSI Z170A SLI PLUS - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-42-generic - GNOME Shell 3.36.4
Xeon E3-1245 v5 Ubuntu Linux 5.4 3 Systems - 138 Benchmark Results	Intel Xeon E3-1245 v5 - MSI C236A WORKSTATION - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-37-generic - GNOME Shell 3.36.2
Core i5 10600K vs. Core i5 7600K vs. Core i5 4670 3 Systems - 301 Benchmark Results	Intel Core i5-7600K - Gigabyte Z270M-D3H-CF - Intel Xeon E3-1200 v6 Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3
Ubuntu 20.10 Devel 5 Systems - 158 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Fedora 33 - 5.8.12-300.fc33.x86_64 - GNOME Shell 3.38.0

oneDNN

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oneDNN 1.5

Harness: IP Batch 1D - Data Type: u8s8f32 - Engine: CPU

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