RNNoise

RNNoise is a recurrent neural network for audio noise reduction developed by Mozilla and Xiph.Org. This test profile is a single-threaded test measuring the time to denoise a sample 26 minute long 16-bit RAW audio file using this recurrent neural network noise suppression library.

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

Project Site

jmvalin.ca

Source Repository

github.com

Test Created

30 September 2020

Last Updated

15 April 2024

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

21 Seconds

Average Run Time

1 Minute, 11 Seconds

Test Dependencies

C/C++ Compiler Toolchain + Libtool

Accolades

20k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsRNNoise Popularity Statisticspts/rnnoise2020.092020.112021.012021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032024.052024.072024.092024.112K4K6K8K10K
* 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 22 November 2024.

Revision History

pts/rnnoise-1.1.0   [View Source]   Mon, 15 Apr 2024 10:14:46 GMT
Update against RNNoise 0.2 upstream.

pts/rnnoise-1.0.2   [View Source]   Wed, 30 Sep 2020 17:15:00 GMT
Add libtool external dependency.

pts/rnnoise-1.0.1   [View Source]   Wed, 30 Sep 2020 09:52:35 GMT
Fix metadata.

pts/rnnoise-1.0.0   [View Source]   Wed, 30 Sep 2020 09:44:33 GMT
Initial commit of rnnoise for recurrent neural network for audio noise reduction.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Creator Workloads

Speech

Telephony


Performance Metrics

Analyze Test Configuration:

RNNoise 0.2

Input: 26 Minute Long Talking Sample

OpenBenchmarking.org metrics for this test profile configuration based on 472 public results since 15 April 2024 with the latest data as of 10 November 2024.

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
Seconds (Average)
97th
10
5.86 +/- 0.07
97th
8
5.87 +/- 0.02
96th
13
5.89 +/- 0.07
94th
8
5.94 +/- 0.02
93rd
7
5.96 +/- 0.01
90th
10
5.98 +/- 0.02
88th
6
6.08 +/- 0.01
86th
10
6.46 +/- 0.07
79th
6
7.07 +/- 0.18
Mid-Tier
75th
> 7.11
71st
9
7.18 +/- 0.14
71st
16
7.18 +/- 0.13
69th
8
7.22 +/- 0.01
67th
9
7.31 +/- 0.16
64th
8
7.38 +/- 0.11
64th
25
7.38 +/- 0.16
57th
6
7.51 +/- 0.03
56th
16
7.54 +/- 0.03
53rd
13
7.58 +/- 0.88
Median
50th
7.63
50th
7
7.68 +/- 0.07
49th
5
7.71 +/- 0.02
46th
4
7.95 +/- 0.01
46th
5
7.95 +/- 0.32
45th
8
7.98 +/- 0.68
44th
3
8.04 +/- 0.01
41st
9
8.15 +/- 0.17
40th
8
8.18 +/- 0.08
35th
4
8.37 +/- 0.23
35th
8
8.41 +/- 0.54
34th
8
8.50 +/- 0.24
33rd
7
8.56 +/- 0.84
31st
6
8.72 +/- 0.03
27th
10
8.88 +/- 0.43
Low-Tier
25th
> 8.95
24th
4
9.16 +/- 0.12
22nd
4
9.28 +/- 0.04
19th
5
9.48 +/- 0.27
19th
4
9.55 +/- 0.24
15th
6
10.47 +/- 0.16
15th
3
10.56 +/- 0.65
14th
3
10.92 +/- 0.11
12th
3
11.19 +/- 0.39
12th
8
11.24 +/- 0.43
10th
4
11.31 +/- 0.25
8th
6
11.79 +/- 0.94
7th
4
11.97 +/- 0.09
6th
3
13.46 +/- 0.68
5th
4
14.10 +/- 0.38
4th
3
16.77 +/- 0.95
3rd
4
19.76 +/- 0.27
2nd
4
20.10 +/- 0.60
1st
4
21.06 +/- 0.12
OpenBenchmarking.orgDistribution Of Public Results - Input: 26 Minute Long Talking Sample472 Results Range From 5 To 66 Seconds511172329354147535965717790180270360450

Based on OpenBenchmarking.org data, the selected test / test configuration (RNNoise 0.2 - Input: 26 Minute Long Talking Sample) 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 BenchmarkInput: 26 Minute Long Talking SampleRun-Time246810Min: 1 / Avg: 1.06 / Max: 3

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsInput: 26 Minute Long Talking SampleDeviation246810Min: 0 / Avg: 0.24 / Max: 2

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not 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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseRNNoise CPU Core ScalingInput: 26 Minute Long Talking Sample46810121416240.44170.88341.32511.76682.2085

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

1 System - 323 Benchmark Results

AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0

19 Systems - 2903 Benchmark Results

17 Systems - 2641 Benchmark Results

16 Systems - 2626 Benchmark Results

16 Systems - 2616 Benchmark Results

15 Systems - 2606 Benchmark Results

12 Systems - 2543 Benchmark Results

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 413 Benchmark Results

AMD Ryzen 7 7840U - Framework Laptop 13 - AMD Device 14e8

Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0

18 Systems - 442 Benchmark Results

AMD Ryzen 7 7700 8-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8

Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0

2 Systems - 71 Benchmark Results

AMD Ryzen 7 PRO 6850U - LENOVO ThinkPad X13 Gen 3 21CM0001US - AMD 17h-19h PCIe Root Complex

Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0

2 Systems - 55 Benchmark Results

Intel Core Ultra 7 165U - LENOVO ThinkPad T14 Gen 5 21MLCTO1WW - Intel Device 7e7f

Ubuntu 22.04 - 6.5.0-28-generic - GNOME Shell 42.9

2 Systems - 307 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 23.10 - 6.9.0-060900rc3daily20240410-generic - GNOME Shell 45.1

5 Systems - 464 Benchmark Results

Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Raptor Lake-S PCH

Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3

2 Systems - 37 Benchmark Results

Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Raptor Lake-S PCH

Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3

2 Systems - 66 Benchmark Results

Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers

Debian 12 - 6.1.0-11-amd64 - X Server

2 Systems - 37 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.2

4 Systems - 86 Benchmark Results

AMD Ryzen 5 8400F 6-Core - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0

2 Systems - 126 Benchmark Results

Intel Core i7-1165G7 - Dell XPS 13 9310 0GG9PT - Intel Tiger Lake-LP

Ubuntu 23.10 - 6.5.0-21-generic - GNOME Shell 45.0

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