This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tensorflow-lite.
OpenBenchmarking.org metrics for this test profile configuration based on 862 public results since 23 August 2020 with the latest data as of 24 February 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.
Based on OpenBenchmarking.org data, the selected test / test configuration (TensorFlow Lite 2020-08-23 - Model: Inception V4) has an average run-time of 6 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 0.1%.
Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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 libm.so.6, libpthread.so.0, libdl.so.2, librt.so.1, libc.so.6.
2 Systems - 95 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.11.0-051100-generic - GNOME Shell 3.38.1 |
10 Systems - 47 Benchmark Results |
Intel Core i7-1165G7 - LENOVO LNVNB161216 - Intel Tiger Lake-LP ManjaroLinux 20.2.1 - 5.11.1-1-MANJARO - GNOME Shell 3.38.3 |
9 Systems - 47 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.8.0-31-generic - GNOME Shell 3.38.1 |
2 Systems - 243 Benchmark Results |
Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-43-generic - GNOME Shell 3.38.2 |
1 System - 238 Benchmark Results |
Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-43-generic - GNOME Shell 3.38.2 |
3 Systems - 108 Benchmark Results |
Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-43-generic - GNOME Shell 3.38.2 |
2 Systems - 86 Benchmark Results |
Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-43-generic - GNOME Shell 3.38.2 |
1 System - 2 Benchmark Results |
AMD EPYC 7542 32-Core - UpCloud Cloud Server - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-58-generic - bochs-drmdrmfb |
5 Systems - 118 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Fedora 33 - 5.10.13-200.fc33.x86_64 - GNOME Shell 3.38.3 |
4 Systems - 114 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Clear Linux OS 34220 - 5.10.10-1017.native - GNOME Shell 3.38.3 |
3 Systems - 113 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship salientos rolling - 5.10.14-arch1-1 - Xfce 4.16 |
2 Systems - 113 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship salientos rolling - 5.10.14-arch1-1 - Xfce 4.16 |
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 |
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 |
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 |
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 |
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 |
3 Systems - 11 Benchmark Results |
AMD Ryzen 7 3800XT 8-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.04 - 5.4.0-42-generic - GNOME Shell 3.36.1 |
3 Systems - 406 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4 |
Featured Kernel Comparison |
Intel Core i5-9400F - MSI B360M GAMING PLUS - Intel Cannon Lake PCH Ubuntu 20.04 - 5.4.0-21-generic - GNOME Shell 3.36.0 |
Featured Kernel Comparison |
AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD 17h Ubuntu 19.10 - 5.8.3-050803-generic - GNOME Shell 3.34.1 |
4 Systems - 6 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.9.0-050900rc1daily20200819-generic - GNOME Shell 3.36.4 |
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 |
Featured Kernel Comparison |
AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship Ubuntu 20.04 - 5.9.0-050900rc4daily20200911-generic - GNOME Shell 3.36.4 |