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

Last Updated

2 June 2024

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

3 Minutes, 16 Seconds

Average Run Time

32 Minutes, 8 Seconds

Test Dependencies

C/C++ Compiler Toolchain

Accolades

20k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsWhisper.cpp Popularity Statisticspts/whisper-cpp2023.062023.072023.082023.092023.102023.112023.122024.012024.022024.032024.042024.052024.062024.072024.082024.092024.102024.112024.1212002400360048006000
* 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 22 December 2024.
ggml-small.en34.7%ggml-base.en35.8%ggml-medium.en29.5%Model Option PopularityOpenBenchmarking.org

Revision History

pts/whisper-cpp-1.1.0   [View Source]   Sun, 02 Jun 2024 10:53:16 GMT
Update against Whisper.cpp 1.6.2 upstream.

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 1.6.2

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

OpenBenchmarking.org metrics for this test profile configuration based on 343 public results since 2 June 2024 with the latest data as of 20 December 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
> 97
56th
4
124 +/- 1
Median
50th
132
45th
6
139 +/- 7
43rd
9
151 +/- 11
42nd
3
156 +/- 9
40th
9
159 +/- 2
35th
5
187 +/- 1
33rd
6
191 +/- 12
26th
4
213 +/- 1
Low-Tier
25th
> 213
16th
7
314 +/- 9
12th
5
345 +/- 3
9th
4
402 +/- 49
5th
7
433 +/- 22
Detailed Performance Overview
OpenBenchmarking.orgDistribution Of Public Results - Model: ggml-base.en - Input: 2016 State of the Union335 Results Range From 59 To 3904 Seconds59136213290367444521598675752829906983106011371214129113681445152215991676175318301907198420612138221522922369244625232600267727542831290829853062313932163293337034473524360136783755383239094080120160200

Based on OpenBenchmarking.org data, the selected test / test configuration (Whisper.cpp 1.6.2 - Model: ggml-base.en - Input: 2016 State of the Union) has an average run-time of 10 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-base.en - Input: 2016 State of the UnionRun-Time1122334455Min: 3 / Avg: 9.75 / Max: 57

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 RunsModel: ggml-base.en - Input: 2016 State of the UnionDeviation246810Min: 0 / Avg: 0.21 / Max: 4

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.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseWhisper.cpp CPU Core ScalingModel: ggml-base.en - Input: 2016 State of the Union68121416240.48540.97081.45621.94162.427

Notable Instruction Set Usage

Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.

Instruction Set
Support
Instructions Detected
Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

 
VZEROUPPER VBROADCASTSS VBROADCASTSD VINSERTF128 VEXTRACTF128 VPERMILPS
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

 
VPBROADCASTQ VINSERTI128 VEXTRACTI128 VPBROADCASTW VPERMQ VPBROADCASTB VPBROADCASTD VPSLLVD VPERMD VPSRLVD VPERM2I128
Advanced Vector Extensions 512 (AVX512)
Used by default on supported hardware.
 
(ZMM REGISTER USE)
AVX Vector Neural Network Instructions (AVX-VNNI)
Used by default on supported hardware.
 
VPDPBUSD
FMA (FMA)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

 
VFMADD132PS VFMADD132SS VFMADD231SD VFMADD231PS VFMADD213PS VFMADD213SD VFMADD132SD VFNMADD231PS VFNMADD132PS VFMADD213SS VFMADD231SS VFNMADD231SS VFNMADD213SS VFNMADD213SD
Last automated analysis: 6 June 2024

This test profile binary relies on the shared libraries libm.so.6, libc.so.6.

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)
ARMv8 64-bit
aarch64
ARMv8 Cortex-A76 4-Core, ARMv8 Neoverse-N1 128-Core, ARMv8 Neoverse-V1

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 322 Benchmark Results

AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0

14 Systems - 67 Benchmark Results

Intel Core i7-4790K - Dell OptiPlex 7020/9020 SFF [OptiPlex v1.0] - Intel 4th Gen Core DRAM

Debian - 6.11.5-amd64 - GNOME Shell 47.0

1 System - 5 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 9 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 3 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 3 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 7 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 7 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 4 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 8 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 7 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 8 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 6 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 9 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

1 System - 7 Benchmark Results

Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9

Most Popular Test Results

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2 Systems - 50 Benchmark Results

AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir

Fedora Linux 39 - 6.5.8-300.fc39.x86_64 - GNOME Shell 45.0

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 8700G - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14e8

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

3 Systems - 26 Benchmark Results

Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH

Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2

2 Systems - 107 Benchmark Results

AMD Ryzen 7 7840U - PHX Swift SFE16-43 Ray_PEU - AMD Device 14e8

Tuxedo 22.04 - 6.5.0-10022-tuxedo - KDE Plasma 5.27.10

3 Systems - 9 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

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

3 Systems - 91 Benchmark Results

Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers

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

2 Systems - 107 Benchmark Results

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Tuxedo 22.04 - 6.5.0-10022-tuxedo - KDE Plasma 5.27.10

2 Systems - 51 Benchmark Results

AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir

Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0

2 Systems - 33 Benchmark Results

AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0

4 Systems - 71 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

5 Systems - 9 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-060800-generic - GNOME Shell 46.0

5 Systems - 9 Benchmark Results

AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8

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

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