DeepSpeech

Mozilla DeepSpeech is a speech-to-text engine powered by TensorFlow for machine learning and derived from Baidu's Deep Speech research paper. This test profile times the speech-to-text process for a roughly three minute audio recording.

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

Project Site

github.com

Test Created

8 December 2019

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

16 Seconds

Average Run Time

5 Minutes, 55 Seconds

Accolades

10k+ Downloads

Supported Platforms

Supported Architectures

x86_64
Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsDeepSpeech Popularity Statisticspts/deepspeech2019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.102021.112021.122022.012022.022022.032022.042022.052022.062022.072022.082022.092022.102022.117001400210028003500
* 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 22 November 2022.

Revision History

pts/deepspeech-1.0.0   [View Source]   Sun, 08 Dec 2019 12:41:29 GMT
Initial commit of Mozilla DeepSpeech

Suites Using This Test

Machine Learning

Creator Workloads

HPC - High Performance Computing

Speech

Single-Threaded

Telephony


Performance Metrics

Analyze Test Configuration:

DeepSpeech 0.6

Acceleration: CPU

OpenBenchmarking.org metrics for this test profile configuration based on 1,583 public results since 8 December 2019 with the latest data as of 22 November 2022.

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)
Intel Core i5-12400
99th
3
49
Intel Core i9-13900K
98th
4
49
AMD Ryzen 7 5800X3D 8-Core
98th
8
51 +/- 5
Intel Celeron G6900
97th
3
52
AMD Ryzen 3 3300X 4-Core
97th
3
53
Intel Core i7-12700K
97th
6
53 +/- 7
AMD Ryzen 5 5600X 6-Core
96th
24
53 +/- 6
AMD Ryzen 3 3100 4-Core
93rd
3
55
AMD Ryzen Threadripper 3970X 32-Core
91st
22
56 +/- 3
Intel Xeon E-2388G
90th
6
57
AMD Ryzen Threadripper 3960X 24-Core
90th
3
57 +/- 2
AMD Ryzen 7 5800X 8-Core
90th
24
57 +/- 7
Intel Core i9-11900K
90th
18
57 +/- 4
AMD Ryzen 9 5900X 12-Core
87th
41
59 +/- 4
AMD Ryzen 9 5950X 16-Core
86th
48
60 +/- 5
AMD Ryzen 5 5500
85th
4
60 +/- 7
AMD Ryzen 5 5600G
85th
11
60 +/- 3
Intel Core i5-8400
85th
3
60 +/- 1
AMD Ryzen 5 3600X 6-Core
83rd
13
61 +/- 5
AMD Ryzen Threadripper PRO 3975WX 32-Cores
83rd
3
61 +/- 2
AMD Ryzen 9 3900XT 12-Core
78th
16
63 +/- 2
AMD Ryzen 7 3800X 8-Core
78th
5
63 +/- 6
AMD Ryzen 9 3900X 12-Core
78th
26
63 +/- 6
AMD Ryzen 9 3950X 16-Core
78th
26
63 +/- 3
AMD Ryzen 7 3700X 8-Core
78th
8
63 +/- 4
AMD Ryzen 7 3800XT 8-Core
76th
11
64 +/- 4
Intel Core i7-1185G7
76th
7
64 +/- 1
AMD Ryzen Threadripper 3990X 64-Core
76th
19
64 +/- 6
Mid-Tier
75th
> 64
AMD EPYC 72F3 8-Core
73rd
4
66 +/- 1
Intel Core i3-8100
71st
5
67 +/- 5
Intel Core i5-9400F
71st
6
67 +/- 1
AMD Ryzen 7 5700G
71st
11
67
Intel Core i7-1165G7
71st
46
67 +/- 9
Intel Core i7-1065G7
71st
14
67 +/- 1
Intel Core i7-7700K
71st
3
67 +/- 7
Intel Core i5-6500
71st
12
67 +/- 3
Intel Core i5-10600K
67th
16
69 +/- 6
Intel Core i7-8700K
67th
7
69 +/- 1
Intel Core i5-8500
66th
9
70 +/- 1
AMD EPYC 7F52 16-Core
66th
14
70 +/- 3
Intel Core i9-9900K
66th
3
70 +/- 1
AMD Ryzen 5 3400G
64th
3
71 +/- 2
AMD Ryzen 3 2200G
64th
5
71 +/- 3
Intel Core i9-9900KS
64th
10
71 +/- 2
AMD EPYC 7F32 8-Core
64th
12
71 +/- 4
AMD EPYC 7F72 24-Core
62nd
7
72 +/- 2
Intel Xeon E3-1270 v5
60th
3
73
AMD Athlon 3000G
60th
11
73 +/- 6
2 x AMD EPYC 7542 32-Core
55th
4
75 +/- 2
2 x AMD EPYC 7F52 16-Core
54th
6
76 +/- 1
AMD EPYC 7662 64-Core
54th
8
76 +/- 5
Intel Core i7-9750H
54th
10
76 +/- 4
AMD EPYC 7502P 32-Core
54th
12
76 +/- 5
AMD Ryzen 5 2600 Six-Core
53rd
3
77 +/- 2
AMD EPYC 7702 64-Core
53rd
20
77 +/- 3
AMD EPYC 7302P 16-Core
53rd
14
77 +/- 4
AMD EPYC 7542 32-Core
51st
6
78 +/- 4
AMD EPYC 7552 48-Core
51st
7
78 +/- 4
Intel Xeon E-2288G
51st
5
78 +/- 1
2 x AMD EPYC 7552 48-Core
51st
4
78 +/- 5
AMD EPYC 7642 48-Core
51st
15
78 +/- 3
Intel Xeon E3-1280 v5
51st
4
78 +/- 1
AMD EPYC 7232P 8-Core
51st
12
78 +/- 4
Median
50th
78
AMD EPYC 7272 12-Core
49th
5
79 +/- 4
Intel Core i7-8850H
49th
4
79 +/- 5
AMD EPYC 7502 32-Core
49th
5
79 +/- 4
Intel Core i9-10900K
49th
29
79 +/- 1
AMD EPYC 7532 32-Core
49th
7
79 +/- 4
AMD Ryzen 7 1800X Eight-Core
49th
4
79 +/- 2
Intel Core i7-10700T
49th
8
79 +/- 1
Intel Xeon E3-1245 v5
46th
3
80 +/- 1
AMD EPYC 7402P 24-Core
46th
12
80 +/- 10
AMD EPYC 7452 32-Core
46th
9
80 +/- 4
AMD Ryzen Threadripper 2970WX 24-Core
46th
3
80 +/- 3
Intel Core i9-10885H
46th
8
80 +/- 2
AMD Ryzen 5 2400G
46th
5
80 +/- 11
AMD Ryzen 9 5900HX
46th
19
80 +/- 6
AMD EPYC 7252 8-Core
44th
4
81 +/- 5
AMD EPYC 7282 16-Core
44th
8
81 +/- 3
AMD EPYC 7262 8-Core
44th
5
81 +/- 5
AMD Ryzen 7 PRO 5850U
44th
5
81 +/- 6
AMD EPYC 7352 24-Core
44th
6
81 +/- 3
AMD Ryzen 5 4500U
41st
18
82 +/- 9
AMD Ryzen 7 2700X Eight-Core
41st
6
82 +/- 3
2 x AMD EPYC 7302 16-Core
38th
4
84 +/- 4
2 x AMD EPYC 7F32 8-Core
38th
5
84 +/- 2
AMD Ryzen 7 4700U
37th
6
85 +/- 9
Intel Xeon E-2278G
36th
3
86
Intel Core i7-8700B
35th
3
87
2 x AMD EPYC 7502 32-Core
35th
7
87 +/- 12
2 x AMD EPYC 7352 24-Core
34th
7
89 +/- 8
2 x AMD EPYC 7272 12-Core
34th
4
90 +/- 7
2 x AMD EPYC 7282 16-Core
33rd
5
91 +/- 6
2 x AMD EPYC 7252 8-Core
33rd
5
92 +/- 10
2 x AMD EPYC 7262 8-Core
32nd
5
93 +/- 9
Intel Core i5-7600K
32nd
3
93 +/- 2
Intel Core i7-8565U
32nd
6
94 +/- 3
AMD Ryzen 3 3200U
31st
9
95 +/- 4
Intel Core i3-10110U
31st
4
96 +/- 4
Intel Core i9-7980XE
29th
12
99 +/- 7
AMD Ryzen 7 1700 Eight-Core
28th
7
104 +/- 7
AMD Custom APU 0405
28th
3
105 +/- 1
2 x Intel Xeon Gold 6258R
27th
4
106 +/- 1
Low-Tier
25th
> 107
2 x Intel Xeon Gold 6230R
24th
3
109 +/- 1
Intel Core i7-8550U
24th
6
109 +/- 11
Intel Core i7-6800K
23rd
7
110 +/- 1
2 x Intel Xeon Gold 6250
20th
4
115 +/- 3
Intel Xeon Platinum 8280
20th
3
115 +/- 6
Intel Core i9-10980XE
20th
36
115 +/- 7
Intel Core i7-5960X
20th
5
116 +/- 11
2 x Intel Xeon Gold 5220R
20th
9
116 +/- 8
2 x Intel Xeon Silver 4214R
19th
4
117 +/- 1
Intel Xeon Gold 5217
19th
10
118 +/- 7
2 x Intel Xeon Gold 6226R
18th
3
119 +/- 7
Intel Xeon Gold 5220R
17th
3
121 +/- 8
Intel Xeon Gold 6226R
15th
8
123 +/- 5
2 x AMD EPYC 7601 32-Core
15th
3
123 +/- 10
Intel Xeon Silver 4108
15th
3
124 +/- 2
2 x Intel Xeon Silver 4216
14th
4
125 +/- 10
2 x Intel Xeon Silver 4210R
14th
3
126 +/- 1
2 x Intel Xeon Silver 4210
14th
4
127
2 x Intel Xeon Silver 4215R
13th
4
128 +/- 5
Intel Core i9-7940X
12th
7
129
Intel Core i7-4960X
12th
4
129 +/- 4
Intel Xeon Silver 4214R
12th
5
129 +/- 8
Intel Xeon Gold 5218
12th
13
130 +/- 9
Intel Xeon Silver 4216
12th
15
131 +/- 12
2 x Intel Xeon Platinum 8259L
12th
5
131 +/- 11
2 x Intel Xeon Platinum 8272CL
11th
4
132 +/- 10
Intel Xeon Silver 4215R
10th
5
135 +/- 8
Intel Xeon Platinum 8253
9th
4
137 +/- 9
Intel Core i5-4440S
9th
3
138 +/- 4
Intel Core i7-2700K
9th
17
139 +/- 11
2 x Intel Xeon E5-2680 v2
8th
3
142 +/- 7
2 x Intel Xeon Gold 6254
5th
31
163 +/- 14
2 x Intel Xeon Platinum 8380
3rd
4
197 +/- 29
AMD A10-7870K Radeon R7 12 Compute Cores 4C
2nd
3
244 +/- 3
AMD FX-8150 Eight-Core
2nd
4
258 +/- 19
AMD A10-7850K APU
2nd
4
271 +/- 25
AMD FX-8370 Eight-Core
2nd
6
282 +/- 8
AMD FX-8350 Eight-Core
1st
8
292 +/- 4
OpenBenchmarking.orgDistribution Of Public Results - Acceleration: CPU1583 Results Range From 37 To 377 Seconds37557391109127145163181199217235253271289307325343361379120240360480600

Based on OpenBenchmarking.org data, the selected test / test configuration (DeepSpeech 0.6 - Acceleration: CPU) has an average run-time of 5 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 BenchmarkAcceleration: CPURun-Time510152025Min: 1 / Avg: 4.09 / Max: 19

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsAcceleration: CPUDeviation246810Min: 0 / Avg: 0.53 / Max: 6

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 BaseDeepSpeech CPU Core ScalingAcceleration: CPU246812161820243248640.71251.4252.13752.853.5625

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
SSE2 (SSE2)
Used by default on supported hardware.
 
UNPCKLPD CVTPD2PS CVTSI2SD DIVSD CVTTSD2SI XORPD UCOMISD MOVAPD MULSD ADDSD CMPNLESD ANDPD ANDNPD ORPD SUBSD CMPLTSD CVTPS2PD SQRTSD CMPNLTSD CMPLESD MAXSD MOVDQU
SSSE3 (SSSE3)
Used by default on supported hardware.
 
PSHUFB PALIGNR
SSE 4.2 (SSE4_2)
Used by default on supported hardware.
Found on Intel processors since at least 2010.
Found on AMD processors since Bulldozer (2011).
 
POPCNT
Advanced Vector Extensions (AVX)
Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).
 
VZEROUPPER VEXTRACTF128 VINSERTF128 VBROADCASTF128 VBROADCASTSD VBROADCASTSS VPERM2F128 VPERMILPD VPERMILPS VZEROALL
Advanced Vector Extensions 2 (AVX2)
Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).
 
VPERM2I128 VEXTRACTI128 VPERMD VPBROADCASTQ VPERMQ VPBLENDD VPBROADCASTD
Advanced Encryption Standard (AES)
Used by default on supported hardware.
Found on Intel processors since at least 2010.
Found on AMD processors since Bulldozer (2011).
 
AESENC AESENCLAST AESDEC AESDECLAST AESIMC AESKEYGENASSIST
Vector AES (VAES)
Used by default on supported hardware.
Found on Intel processors since Ice Lake (2019).
Found on AMD processors since Zen 3 (2020).
 
VAESENC VAESENCLAST
Last automated analysis: 17 January 2022

This test profile binary relies on the shared libraries libdeepspeech.so, libdl.so.2, libm.so.6, libgomp.so.1, libpthread.so.0, libc.so.6, librt.so.1.

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 - 1 Benchmark Result

AMD A10-6800K APU - HP 1850 - AMD 15h

ManjaroLinux 22.0.0 - 5.15.78-1-MANJARO - Xfce 4.16

1 System - 8 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 7 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 6 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 6 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 4 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 3 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 2 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 6 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 5 Benchmark Results

Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake

Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2682 v4 - HUANANZHI X99-F8D - Intel Xeon E7 v4

Linuxmint 21 - 5.15.0-52-generic - Cinnamon 5.4.12

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2682 v4 - HUANANZHI X99-F8D - Intel Xeon E7 v4

Linuxmint 21 - 5.15.0-52-generic - Cinnamon 5.4.12

1 System - 3 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - MSI Creator TRX40 - 4 x 16384 MB 1800MHz F4-3600C16-16GTZNC

Microsoft Windows 11 Pro Build 22621 - 10.0.22621.755 - 526.47

1 System - 214 Benchmark Results

Apple M1 - Apple MacBook Pro - 16GB

macOS 11.7.1 - 20.6.0 - OpenCL 1.2

1 System - 3 Benchmark Results

Intel Core i5-4250U - Apple MacBook Air - Apple SSD

macOS 10.15.7 - 19.6.0 - Clang 12.0.0 + GCC 12.0.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 268 Benchmark Results

Intel Core i5-2520M - HP 161C - Intel 2nd Generation Core DRAM

Ubuntu 18.04 - 4.18.0-20-generic - GNOME Shell 3.28.3

16 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0

2 Systems - 535 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Fedora 31 - 5.4.15-200.fc31.x86_64 - GNOME Shell 3.34.3

11 Systems - 217 Benchmark Results

AMD Ryzen 5 2600 Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

12 Systems - 593 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASRock X570 Taichi - AMD Starship

Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1

3 Systems - 174 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Fedora 32 - 5.8.11-200.fc32.x86_64 - GNOME Shell 3.36.6

8 Systems - 439 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

2 Systems - 151 Benchmark Results

Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

12 Systems - 229 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

4 Systems - 110 Benchmark Results

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

Fedora 33 - 5.8.15-301.fc33.x86_64 - GNOME Shell 3.38.2

2 Systems - 90 Benchmark Results

Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.4.0-14-generic - GNOME Shell 3.34.3

2 Systems - 1708 Benchmark Results

AMD Ryzen 3 3300X 4-Core - ASRock X570 Pro4 - AMD Starship

Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0
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