NVIDIA GPU Cloud TensorFlow

This test profile uses the NVIDIA GPU Cloud (NGC/nvcr.io) for running the TensorFlow image inside Docker for benchmarking. You must have already signed into NGC for this test profile to work.

This test profile requires you have already signed into the NVIDIA GPU Cloud (https://ngc.nvidia.com/) via Docker on this system/user (via docker login nvcr.io) in order for this test profile to work.

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

Use with caution this test profile is currently marked Experimental.

Project Site

ngc.nvidia.com

Test Created

7 October 2018

Test Maintainer

Michael Larabel

Test Type

Graphics

Average Install Time

2 Seconds

Average Run Time

3 Minutes, 13 Seconds

Accolades

10k+ 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 current as of 18 October 2021.

Revision History

pts/ngc-tensorflow-1.0.0 [View Source] Sun, 07 Oct 2018 09:49:47 GMT
Initial commit of NVIDIA GPU Cloud TensorFlow Docker-based compute test.

Performance Metrics

Analyze Test Configuration:

NVIDIA GPU Cloud TensorFlow 18.09

Test: AlexNet, FP16

OpenBenchmarking.org metrics for this test profile configuration based on 255 public results since 7 October 2018 with the latest data as of 2 December 2019.

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

Images Per Second (Average)

NVIDIA GeForce RTX 2080 Ti

97th

107

4357 ^{+/- 3}

Mid-Tier

75th

< 4357

NVIDIA GeForce GTX 1080 Ti

51st

2661 ^{+/- 18}

Median

50th

2219

NVIDIA GeForce GTX 1080

49th

1865 ^{+/- 12}

Zotac NVIDIA GeForce GTX 1070 Ti

48th

1733 ^{+/- 60}

Low-Tier

25th

< 1565

NVIDIA GeForce GTX 1070

5th

1556 ^{+/- 10}

NVIDIA GeForce GTX 980 Ti

5th

1554 ^{+/- 3}

Based on OpenBenchmarking.org data, the selected test / test configuration (NVIDIA GPU Cloud TensorFlow 18.09 - Test: AlexNet, FP16) has an average run-time of 3 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.

2080ti 1 System - 252 Benchmark Results	Intel Core i5-8600 - ASUS ROG STRIX B360-G GAMING - Intel Cannon Lake PCH Ubuntu 16.04 - 4.15.0-70-generic - Unity 7.4.5
MUSE-Stable-IOMMU-irqbalance 2 Systems - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-arch1-1-ARCH - X Server 1.20.5
MUSE-Stable-IOMMU-irqbalance 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-arch1-1-ARCH - X Server 1.20.5
MUSE-Zen-IOMMU-irqbalance 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-zen1-1-zen - X Server 1.20.5
MUSE-Zen 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-zen1-1-zen - X Server 1.20.5
output 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.6-arch1-1-ARCH - KDE Plasma 5.16.5
out 1 System - 10 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS ROG STRIX X570-E GAMING - AMD Starship Arch rolling - 5.3.6-arch1-1-ARCH - Cinnamon 4.2.4
NVIDIA AMD Linux GPU Compute December 2018 12 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
NVIDIA AMD Linux GPU Compute December 2018 11 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute 8 Systems - 1161 Benchmark Results	AMD Ryzen Threadripper 1920X 12-Core - ASRock X399 Phantom Gaming 6 - AMD 17h Ubuntu 18.04 - 4.18.0-25-generic - GNOME Shell 3.28.4
NVIDIA GeForce RTX Compute 18 Systems - 1176 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.20.0-042000-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute 17 Systems - 50 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.20.0-042000-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute 16 Systems - 50 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.20.0-042000-generic - GNOME Shell 3.28.3
NVIDIA AMD Linux GPU Compute December 2018 11 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
res_alex 1 System - 4 Benchmark Results	Intel Xeon E5-1650 v4 - ASUS X99-WS-SYS - Intel Xeon E7 v4 Ubuntu 16.04 - 4.15.0-47-generic - Unity 7.4.5

NVIDIA AMD Linux GPU Compute December 2018 10 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
More NVIDIA TITAN RTX vs. RTX 2080 Ti Linux Featured Graphics Comparison	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute 17 Systems - 50 Benchmark Results	AMD Ryzen Threadripper 1920X 12-Core - ASRock X399 Phantom Gaming 6 - AMD 17h Ubuntu 18.04 - 4.18.0-25-generic - GNOME Shell 3.28.4
output 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.6-arch1-1-ARCH - KDE Plasma 5.16.5
MUSE-Zen 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-zen1-1-zen - X Server 1.20.5
MUSE-Zen-IOMMU-irqbalance 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-zen1-1-zen - X Server 1.20.5
out 1 System - 10 Benchmark Results	AMD Ryzen 9 3900X 12-Core - ASUS ROG STRIX X570-E GAMING - AMD Starship Arch rolling - 5.3.6-arch1-1-ARCH - Cinnamon 4.2.4
NVIDIA GeForce RTX 2070 1 System - 44 Benchmark Results	AMD Ryzen Threadripper 2990WX 32-Core - ASUS ROG ZENITH EXTREME - AMD Family 17h Ubuntu 18.04 - 4.18.0-041800-generic - GNOME Shell 3.28.3
2080ti 1 System - 252 Benchmark Results	Intel Core i5-8600 - ASUS ROG STRIX B360-G GAMING - Intel Cannon Lake PCH Ubuntu 16.04 - 4.15.0-70-generic - Unity 7.4.5
MUSE-Stable-IOMMU-irqbalance 1 System - 10 Benchmark Results	2 x Intel Xeon E5-2620 v4 - Supermicro X10DRG-O - Intel Xeon E7 v4 Arch rolling - 5.3.7-arch1-1-ARCH - X Server 1.20.5
NVIDIA AMD Linux GPU Compute December 2018 11 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute Featured Graphics Comparison	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.20.0-042000-generic - GNOME Shell 3.28.3
NVIDIA GeForce RTX Compute 16 Systems - 50 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.20.0-042000-generic - GNOME Shell 3.28.3
NVIDIA TITAN RTX Linux GPU Compute Benchmarks 13 Systems - 42 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3
NVIDIA AMD Linux GPU Compute December 2018 12 Systems - 59 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.04 - 4.19.5-041905-generic - GNOME Shell 3.28.3