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, 43 Seconds

Accolades

5k+ Downloads

Supported Platforms

Supported Architectures

x86_64
Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsDeepSpeech Popularity Statisticspts/deepspeech2019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.022021.032021.042021.052021.062021.072021.082021.092021.10400800120016002000
* 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 23 October 2021.

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 1,379 public results since 8 December 2019 with the latest data as of 23 October 2021.

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)
AMD Ryzen 3 3300X 4-Core
99th
3
53
AMD Ryzen 5 5600X 6-Core
99th
16
54 +/- 4
AMD Ryzen 3 3100 4-Core
97th
3
55
AMD Ryzen Threadripper 3970X 32-Core
95th
22
56 +/- 3
AMD Ryzen Threadripper 3960X 24-Core
94th
3
57 +/- 2
Intel Core i9-11900K
94th
16
57 +/- 3
AMD Ryzen 7 5800X 8-Core
93rd
17
58 +/- 7
AMD Ryzen 9 5900X 12-Core
91st
36
59 +/- 4
AMD Ryzen 5 5600G
91st
10
59 +/- 2
Intel Core i5-8400
90th
3
60 +/- 1
AMD Ryzen 9 5950X 16-Core
87th
40
61 +/- 4
AMD Ryzen 5 3600X 6-Core
87th
12
61 +/- 5
AMD Ryzen 7 3700X 8-Core
84th
7
62 +/- 4
AMD Ryzen 9 3900XT 12-Core
83rd
16
63 +/- 2
AMD Ryzen 7 3800X 8-Core
83rd
4
63 +/- 7
AMD Ryzen 9 3900X 12-Core
83rd
23
63 +/- 6
AMD Ryzen 9 3950X 16-Core
83rd
23
63 +/- 2
AMD Ryzen Threadripper 3990X 64-Core
80th
19
64 +/- 6
Intel Core i7-1185G7
80th
7
64 +/- 1
AMD Ryzen 7 3800XT 8-Core
80th
11
64 +/- 4
AMD EPYC 72F3 8-Core
77th
4
66 +/- 1
Mid-Tier
75th
> 67
Intel Core i7-1065G7
75th
12
67 +/- 1
Intel Core i3-8100
75th
5
67 +/- 5
Intel Core i5-9400F
75th
6
67 +/- 1
Intel Core i5-6500
75th
12
67 +/- 3
AMD Ryzen 7 5700G
75th
9
67
Intel Core i7-1165G7
73rd
42
68 +/- 9
Intel Core i7-8700K
71st
7
69 +/- 1
Intel Core i5-10600K
71st
16
69 +/- 6
Intel Core i9-9900K
69th
3
70 +/- 1
AMD EPYC 7F52 16-Core
69th
14
70 +/- 3
Intel Core i5-8500
69th
9
70 +/- 1
Intel Core i9-9900KS
68th
10
71 +/- 2
AMD EPYC 7F32 8-Core
68th
12
71 +/- 4
AMD Ryzen 3 2200G
68th
5
71 +/- 3
AMD Ryzen 5 3400G
68th
3
71 +/- 2
AMD EPYC 7F72 24-Core
66th
7
72 +/- 2
AMD Athlon 3000G
63rd
11
73 +/- 6
Intel Xeon E3-1270 v5
63rd
3
73
2 x AMD EPYC 7542 32-Core
59th
4
75 +/- 2
Intel Core i7-9750H
57th
10
76 +/- 4
AMD EPYC 7502P 32-Core
57th
12
76 +/- 5
2 x AMD EPYC 7F52 16-Core
57th
6
76 +/- 1
AMD EPYC 7662 64-Core
57th
8
76 +/- 5
AMD EPYC 7302P 16-Core
56th
14
77 +/- 4
AMD EPYC 7702 64-Core
56th
20
77 +/- 3
AMD Ryzen 5 2600 Six-Core
56th
3
77 +/- 2
AMD EPYC 7542 32-Core
55th
6
78 +/- 4
Intel Xeon E3-1280 v5
55th
4
78 +/- 1
2 x AMD EPYC 7552 48-Core
55th
4
78 +/- 5
AMD EPYC 7552 48-Core
55th
7
78 +/- 4
AMD EPYC 7642 48-Core
55th
15
78 +/- 3
AMD EPYC 7232P 8-Core
55th
12
78 +/- 4
AMD Ryzen 7 1800X Eight-Core
53rd
4
79 +/- 2
AMD EPYC 7272 12-Core
53rd
5
79 +/- 4
Intel Core i7-10700T
53rd
8
79 +/- 1
AMD EPYC 7532 32-Core
53rd
7
79 +/- 4
AMD EPYC 7502 32-Core
53rd
5
79 +/- 4
Intel Core i9-10900K
53rd
28
79 +/- 1
Median
50th
80
Intel Xeon E3-1245 v5
49th
3
80 +/- 1
AMD Ryzen 5 2400G
49th
5
80 +/- 11
AMD EPYC 7452 32-Core
49th
9
80 +/- 4
Intel Core i9-10885H
49th
8
80 +/- 2
AMD EPYC 7402P 24-Core
49th
12
80 +/- 10
AMD Ryzen Threadripper 2970WX 24-Core
49th
3
80 +/- 3
AMD Ryzen 5 4500U
47th
16
81 +/- 9
AMD EPYC 7252 8-Core
47th
4
81 +/- 5
AMD EPYC 7352 24-Core
47th
6
81 +/- 3
AMD EPYC 7282 16-Core
47th
8
81 +/- 3
AMD Ryzen 7 4700U
47th
4
81 +/- 8
AMD EPYC 7262 8-Core
47th
5
81 +/- 5
AMD Ryzen 7 2700X Eight-Core
43rd
6
82 +/- 3
AMD Ryzen 9 5900HX
43rd
14
82 +/- 6
2 x AMD EPYC 7302 16-Core
40th
4
84 +/- 4
2 x AMD EPYC 7F32 8-Core
40th
5
84 +/- 2
2 x AMD EPYC 7502 32-Core
38th
7
87 +/- 12
2 x AMD EPYC 7352 24-Core
37th
7
89 +/- 8
AMD Ryzen 5 5500U
36th
12
90 +/- 6
2 x AMD EPYC 7272 12-Core
36th
4
90 +/- 7
2 x AMD EPYC 7282 16-Core
36th
5
91 +/- 6
2 x AMD EPYC 7252 8-Core
35th
5
92 +/- 10
2 x AMD EPYC 7262 8-Core
35th
5
93 +/- 9
Intel Core i5-7600K
35th
3
93 +/- 2
Intel Core i7-8565U
34th
5
95 +/- 2
AMD Ryzen 3 3200U
34th
9
95 +/- 4
Intel Core i3-10110U
33rd
4
96 +/- 4
Intel Core i9-7980XE
32nd
12
99 +/- 7
AMD Ryzen 7 1700 Eight-Core
31st
7
104 +/- 7
2 x Intel Xeon Gold 6258R
29th
4
106 +/- 1
2 x Intel Xeon Gold 6230R
26th
3
109 +/- 1
Intel Core i7-8550U
26th
6
109 +/- 11
Low-Tier
25th
> 110
Intel Core i7-6800K
25th
7
110 +/- 1
Intel Xeon Platinum 8280
22nd
3
115 +/- 6
Intel Core i9-10980XE
22nd
36
115 +/- 7
2 x Intel Xeon Gold 6250
22nd
4
115 +/- 3
Intel Core i7-5960X
22nd
5
116 +/- 11
2 x Intel Xeon Gold 5220R
22nd
9
116 +/- 8
2 x Intel Xeon Silver 4214R
21st
4
117 +/- 1
Intel Xeon Gold 5217
20th
10
118 +/- 7
2 x Intel Xeon Gold 6226R
20th
3
119 +/- 7
Intel Xeon Gold 5220R
19th
3
121 +/- 8
2 x AMD EPYC 7601 32-Core
17th
3
123 +/- 10
Intel Xeon Gold 6226R
17th
8
123 +/- 5
Intel Xeon Silver 4108
16th
3
124 +/- 2
2 x Intel Xeon Silver 4216
16th
4
125 +/- 10
2 x Intel Xeon Silver 4210R
16th
3
126 +/- 1
2 x Intel Xeon Silver 4210
15th
4
127
2 x Intel Xeon Silver 4215R
14th
4
128 +/- 5
Intel Core i9-7940X
14th
7
129
Intel Core i7-4960X
14th
4
129 +/- 4
Intel Xeon Silver 4214R
14th
5
129 +/- 8
Intel Xeon Gold 5218
13th
13
130 +/- 9
2 x Intel Xeon Platinum 8259L
13th
5
131 +/- 11
Intel Xeon Silver 4216
13th
15
131 +/- 12
2 x Intel Xeon Platinum 8272CL
12th
4
132 +/- 10
Intel Xeon Silver 4215R
11th
5
135 +/- 8
Intel Xeon Platinum 8253
10th
4
137 +/- 9
Intel Core i5-4440S
10th
3
138 +/- 4
Intel Core i7-2700K
10th
17
139 +/- 11
2 x Intel Xeon Gold 6254
5th
29
166 +/- 7
2 x Intel Xeon Platinum 8380
3rd
4
197 +/- 29
AMD A10-7870K Radeon R7 12 Compute Cores 4C
3rd
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: CPU1369 Results Range From 49 To 377 Seconds496785103121139157175193211229247265283301319337355373391110220330440550

Based on OpenBenchmarking.org data, the selected test / test configuration (DeepSpeech 0.6 - Acceleration: CPU) has an average run-time of 4 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: 4.04 / Max: 19

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.6%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsAcceleration: CPUDeviation246810Min: 0 / Avg: 0.57 / 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: CPU2468121618243248640.71251.4252.13752.853.5625

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 Westmere (2011).
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: 10 May 2021

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.

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 290 Benchmark Results

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

Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5

1 System - 4 Benchmark Results

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 2 Benchmark Results

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 2 Benchmark Results

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 1 Benchmark Result

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 5 Benchmark Results

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 1 Benchmark Result

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 2 Benchmark Results

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 1 Benchmark Result

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

1 System - 1 Benchmark Result

Intel Core i5-8500 - Dell 0NC2VH - Intel Cannon Lake PCH

Debian GNU - 5.11.22-5-pve - GCC 10.2.1 20210110

2 Systems - 160 Benchmark Results

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

Clear Linux OS 35000 - 5.13.13-1070.native - GNOME Shell 40.4

4 Systems - 80 Benchmark Results

2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship

Ubuntu 21.10 - 5.13.0-19-generic - GNOME Shell 40.5

1 System - 162 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - 2 x 16384 MB 3200MHz Corsair CMK32GX4M2Z3600C18

Microsoft Windows 11 Pro Build 22000 - 10.0 - 30.0.13025.5005

1 System - 160 Benchmark Results

AMD Ryzen 5 4600HS - ASUS GA401IH v1.0 - AMD Renoir Root Complex

ManjaroLinux 21.1.6 - 5.14.12-zen1-1-zen-g14 - KDE Plasma 5.22.5

5 Systems - 64 Benchmark Results

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

Arch Linux - 5.14.9-arch2-1 - GNOME Shell 40.5

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

Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3

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

11 Systems - 217 Benchmark Results

AMD Ryzen 5 3600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

12 Systems - 593 Benchmark Results

AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Clear Linux OS 32230 - 5.4.16-900.native - GNOME Shell 3.34.3

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

3 Systems - 174 Benchmark Results

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

Fedora 32 - 5.6.6-300.fc32.x86_64 - GNOME Shell 3.36.1

8 Systems - 439 Benchmark Results

Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H

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

12 Systems - 229 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

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

11 Systems - 72 Benchmark Results

Intel Core i9-10980XE - Gigabyte X299X DESIGNARE 10G - Intel Sky Lake-E DMI3 Registers

Debian 10 - 4.19.0-6-amd64 - GNOME Shell 3.30.2

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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