Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/).

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

Project Site

neuralmagic.com

Source Repository

github.com

Test Created

13 October 2022

Last Updated

22 January 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

9 Minutes, 29 Seconds

Average Run Time

1 Minute, 48 Seconds

Test Dependencies

Python

Accolades

5k+ Downloads + Recently Updated Test Profile

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsNeural Magic DeepSparse Popularity Statisticspts/deepsparse2022.102022.112022.122023.0114002800420056007000
* 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.
Data current as of 27 January 2023.
NLP Text Classification, DistilBERT mnli11.1%NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased10.9%CV Segmentation, 90% Pruned YOLACT Pruned11.1%NLP Question Answering, BERT base uncased SQuaD 12layer Pruned9011.1%NLP Text Classification, BERT base uncased SST211.1%CV Classification, ResNet-50 ImageNet11.1%CV Detection, YOLOv5s COCO11.1%NLP Token Classification, BERT base uncased conll200311.1%NLP Document Classification, oBERT base uncased on IMDB11.5%Model Option PopularityOpenBenchmarking.org
Asynchronous Multi-Stream55.1%Synchronous Single-Stream44.9%Scenario Option PopularityOpenBenchmarking.org

Revision History

pts/deepsparse-1.3.2   [View Source]   Sun, 22 Jan 2023 19:05:03 GMT
Update against DeepSparse 1.3.2 upstream.

pts/deepsparse-1.0.1   [View Source]   Thu, 13 Oct 2022 13:47:39 GMT
Initial commit of DeepSparse benchmark.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Neural Magic DeepSparse 1.3.2

Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

OpenBenchmarking.org metrics for this test profile configuration based on 48 public results since 22 January 2023 with the latest data as of 1 February 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
ms/batch (Average)
Mid-Tier
75th
> 47
Median
50th
79
Low-Tier
25th
> 88
OpenBenchmarking.orgDistribution Of Public Results - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream44 Results Range From 43 To 115 ms/batch4349556167737985919710310911548121620

Based on OpenBenchmarking.org data, the selected test / test configuration (Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream) 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkModel: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamRun-Time246810Min: 2 / Avg: 2 / Max: 2

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)

Recent Test Results

OpenBenchmarking.org Results Compare

3 Systems - 195 Benchmark Results

AMD Ryzen 9 7900 12-Core - Gigabyte B650M DS3H - AMD Device 14d8

Ubuntu 22.10 - 6.2.0-060200rc5daily20230129-generic - GNOME Shell 43.0

3 Systems - 43 Benchmark Results

2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce

CentOS Stream 9 - 5.14.0-239.el9.x86_64 - GNOME Shell 40.10

3 Systems - 43 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

CentOS Stream 9 - 5.14.0-239.el9.x86_64 - GNOME Shell 40.10

3 Systems - 36 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 22.10 - 6.1.0-rc8-phx-mglru - GNOME Shell 43.0

3 Systems - 60 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 60 Benchmark Results

Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 60 Benchmark Results

AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5

Ubuntu 22.10 - 6.1.0-060100rc2daily20221028-generic - GNOME Shell 43.0

4 Systems - 60 Benchmark Results

Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 22.04 - 6.0.0-060000-generic - GNOME Shell 42.4

3 Systems - 36 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir

Ubuntu 22.10 - 5.19.0-28-generic - GNOME Shell 43.0

1 System - 8 Benchmark Results

Intel Core i3-3220 - Dell 042P49 - Intel Xeon E3-1200 v2

Linuxmint 20.1 - 5.4.0-136-generic - Cinnamon 4.8.6

1 System - 5 Benchmark Results

Intel Core i3-3220 - Dell 042P49 - Intel Xeon E3-1200 v2

Linuxmint 20.1 - 5.4.0-136-generic - Cinnamon 4.8.6

1 System - 4 Benchmark Results

Intel Core i3-3220 - Dell 042P49 - Intel Xeon E3-1200 v2

Linuxmint 20.1 - 5.4.0-136-generic - Cinnamon 4.8.6

3 Systems - 211 Benchmark Results

Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3

Debian 11 - 5.10.0-10-amd64 - 1.0.2

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 36 Benchmark Results

AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir

Ubuntu 22.10 - 5.19.0-28-generic - GNOME Shell 43.0

4 Systems - 60 Benchmark Results

Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 22.04 - 6.0.0-060000-generic - GNOME Shell 42.4

3 Systems - 60 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 43 Benchmark Results

2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce

CentOS Stream 9 - 5.14.0-239.el9.x86_64 - GNOME Shell 40.10

3 Systems - 36 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 22.10 - 6.1.0-rc8-phx-mglru - GNOME Shell 43.0

5 Systems - 96 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8

EndeavourOS rolling - 5.15.89-1-lts - KDE Plasma 5.26.5

3 Systems - 60 Benchmark Results

Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP

Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2

3 Systems - 43 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

CentOS Stream 9 - 5.14.0-239.el9.x86_64 - GNOME Shell 40.10

3 Systems - 60 Benchmark Results

AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5

Ubuntu 22.10 - 6.1.0-060100rc2daily20221028-generic - GNOME Shell 43.0

3 Systems - 195 Benchmark Results

AMD Ryzen 9 7900 12-Core - Gigabyte B650M DS3H - AMD Device 14d8

Ubuntu 22.10 - 6.2.0-060200rc5daily20230129-generic - GNOME Shell 43.0

2 Systems - 86 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH

Ubuntu 22.10 - 6.2.0-rc5-phx-dodt - GNOME Shell

2 Systems - 411 Benchmark Results

AMD Ryzen 9 7900 12-Core - Gigabyte B650M DS3H - AMD Device 14d8

Ubuntu 22.10 - 6.2.0-060200rc5daily20230129-generic - GNOME Shell 43.0

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