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.
OpenBenchmarking.org metrics for this test profile configuration based on 1,576 public results since 8 December 2019 with the latest data as of 16 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.
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.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.
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.
Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.
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.
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.
14 Systems - 67 Benchmark Results |
Intel Core i7-4790K - Dell OptiPlex 7020/9020 SFF [OptiPlex v1.0] - Intel 4th Gen Core DRAM Debian - 6.11.4-amd64 - GNOME Shell 47.0 |
1 System - 15 Benchmark Results |
AMD Ryzen 7 9700X 8-Core - ASUS ROG CROSSHAIR X670E GENE - 2 x 32768MB 6000MHz G Skill F5-6000J3040G32G Microsoft Windows 11 Pro Build 22631 - 10.0.22631.4460 - 566.03 |
1 System - 15 Benchmark Results |
AMD Ryzen 7 7800X3D 8-Core - ASUS ROG CROSSHAIR X670E GENE - 2 x 32768MB 6000MHz F5-6000J3040G32G Microsoft Windows 11 Pro Build 22631 - 10.0.22631.4460 - 566.03 |
1 System - 120 Benchmark Results |
80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA |
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 - 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 - 2 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 - 1 Benchmark Result |
Intel Xeon E5-2680 v4 - INTEL X99-D4 - Intel Xeon E7 v4 Linuxmint 22 - 6.8.0-49-generic - Cinnamon 6.2.9 |
1 System - 1 Benchmark Result |
Intel Xeon E5-2680 v4 - INTEL X99-D4 - Intel Xeon E7 v4 Linuxmint 22 - 6.8.0-49-generic - Cinnamon 6.2.9 |
12 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 - 1 Benchmark Result |
2 x AMD Ryzen 5 5600G - Intel VMware Virtual 440BX Desktop - Intel 440BX Ubuntu 24.04 - 6.8.0-49-generic - GNOME Shell 46.0 |
11 Systems - 67 Benchmark Results |
Intel Core i7-4790K - Dell OptiPlex 7020/9020 SFF [OptiPlex v1.0] - Intel 4th Gen Core DRAM Debian - 6.11.4-amd64 - GNOME Shell 47.0 |
10 Systems - 67 Benchmark Results |
2 x AMD Opteron 4256 EE - ASUS KCMA-D8 v1.0 - AMD RD890 + SB7x0 Debian 13 - 6.11.5-amd64 - X Server |
9 Systems - 67 Benchmark Results |
Intel Core i7-4790K - Dell OptiPlex 7020/9020 SFF [OptiPlex v1.0] - Intel 4th Gen Core DRAM Debian - 6.11.4-amd64 - GNOME Shell 47.0 |
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 Silver 4216 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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 |
2 Systems - 535 Benchmark Results |
AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.4 |
1 System - 115 Benchmark Results |
AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5 |
1 System - 69 Benchmark Results |
Apple M1 Max - Apple MacBook Pro - 64GB macOS 12.1 - 21.2.0 - OpenCL 1.2 |
11 Systems - 217 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
Featured Processor Comparison |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
12 Systems - 593 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
8 Systems - 439 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3 |
Featured Kernel Comparison |
AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.11.0-051100rc4daily20210121-generic - GNOME Shell 3.38.1 |
3 Systems - 174 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Fedora 32 - 5.6.6-300.fc32.x86_64 - GNOME Shell 3.36.1 |
2 Systems - 151 Benchmark Results |
Intel Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2 |
4 Systems - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.8.0-33-generic - GNOME Shell 3.38.1 |
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 |