Whisper.cpp

Whisper.cpp is a port of OpenAI's Whisper model in C/C++. Whisper.cpp is developed by Georgi Gerganov for transcribing WAV audio files to text / speech recognition. Whisper.cpp supports ARM NEON, x86 AVX, and other advanced CPU features.

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

Project Site

github.com

Source Repository

github.com

Test Created

16 June 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

2 Minutes, 51 Seconds

Average Run Time

31 Minutes, 49 Seconds

Test Dependencies

C/C++ Compiler Toolchain

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsWhisper.cpp Popularity Statisticspts/whisper-cpp2023.062023.072023.082023.092023.102023.112023.122024.012024.022024.032024.046001200180024003000
* 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 updated weekly as of 21 April 2024.
ggml-base.en40.8%ggml-small.en41.5%ggml-medium.en17.7%Model Option PopularityOpenBenchmarking.org

Revision History

pts/whisper-cpp-1.0.0   [View Source]   Fri, 16 Jun 2023 17:44:41 GMT
Add initial whisper.cpp AI benchmark.

Suites Using This Test

Machine Learning

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Whisper.cpp 1.4

Model: ggml-small.en - Input: 2016 State of the Union

OpenBenchmarking.org metrics for this test profile configuration based on 183 public results since 16 June 2023 with the latest data as of 13 March 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)
Mid-Tier
75th
> 311
71st
11
333 +/- 31
67th
11
354 +/- 33
57th
4
384 +/- 3
54th
5
399 +/- 30
52nd
4
435 +/- 11
Median
50th
440
47th
4
447 +/- 2
37th
4
485 +/- 5
34th
6
519 +/- 8
31st
4
567 +/- 7
26th
5
631 +/- 40
Low-Tier
25th
> 643
20th
7
760 +/- 2
16th
4
820 +/- 1
13th
3
1111 +/- 67
13th
4
1157 +/- 77
10th
4
1184 +/- 3
4th
4
1931 +/- 101
OpenBenchmarking.orgDistribution Of Public Results - Model: ggml-small.en - Input: 2016 State of the Union183 Results Range From 0 To 13171 Seconds26452879210561320158418482112237626402904316834323696396042244488475250165280554458086072633666006864712873927656792081848448871289769240950497681003210296105601082411088113521161611880121441240812672129361320020406080100

Based on OpenBenchmarking.org data, the selected test / test configuration (Whisper.cpp 1.4 - Model: ggml-small.en - Input: 2016 State of the Union) has an average run-time of 29 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: ggml-small.en - Input: 2016 State of the UnionRun-Time20406080100Min: 1 / Avg: 28.43 / Max: 101

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.7%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsModel: ggml-small.en - Input: 2016 State of the UnionDeviation3691215Min: 0 / Avg: 0.74 / Max: 10

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)