TensorFlow Lite
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.
Learn more about this test at the upstream project site: tensorflow.org.
This benchmark test is maintained by Michael Larabel. This OpenBenchmarking.org test profile was created on 23 August 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tensorflow-lite.
This test has an average install time of 8 seconds and an average run-time of 4 minutes, 40 seconds.
Revision History
pts/tensorflow-lite-1.0.0 [View Source] 23 Aug 2020 14:13 EDT
TensorFlow Lite initial commit.
Performance Metrics
Analyze Test Configuration: TensorFlow Lite 2020-08-23
Model: Inception V4
OpenBenchmarking.org metrics for this test profile configuration based on 254 public samples since 23 August 2020 with the latest data as of 19 September 2020.
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 0.2%.
Recent Test Results
Compare
|
3 Systems - 54 Benchmark Results |
Intel Core i7-7740K - Gigabyte X299 AORUS Gaming-CF - Intel Xeon E3-1200 v6 Ubuntu 18.10 - 4.18.0-25-generic - GNOME Shell 3.30.2 |
|
3 Systems - 26 Benchmark Results |
AMD EPYC 7551 32-Core - GIGABYTE MZ31-AR0-00 v01010101 - AMD 17h Debian 10 - 4.19.0-10-amd64 - GCC 8.3.0 |
|
1 System - 35 Benchmark Results |
Intel Xeon E3-1231 v3 - Gigabyte H81M-S1 - Intel Xeon E3-1200 v3 DRAM Debian 10 - 4.19.0-10-amd64 - X Server 1.20.4 |
|
1 System - 36 Benchmark Results |
AMD Ryzen 7 1800X Eight-Core - MSI X370 XPOWER GAMING TITANIUM - AMD 17h Debian 10 - 4.19.0-10-amd64 - X Server 1.20.4 |
|
1 System - 2 Benchmark Results |
AMD Ryzen 7 2700X Eight-Core - ASUS PRIME X470-PRO - AMD 17h Debian 10 - 4.19.0-10-amd64 - GNOME Shell 3.30.2 |
|
1 System - 80 Benchmark Results |
AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4 |
|
3 Systems - 68 Benchmark Results |
AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4 |
|
1 System - 69 Benchmark Results |
AMD EPYC 7601 32-Core - TYAN B8026T70AE24HR - AMD 17h Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.3 |
|
1 System - 69 Benchmark Results |
AMD EPYC 7601 32-Core - TYAN B8026T70AE24HR - AMD 17h Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.3 |
|
1 System - 69 Benchmark Results |
AMD EPYC 7601 32-Core - TYAN B8026T70AE24HR - AMD 17h Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.3 |
|
1 System - 68 Benchmark Results |
AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4 |
|
1 System - 48 Benchmark Results |
2 x AMD EPYC 7272 12-Core - Supermicro H11DSi-NT v2.00 - AMD Starship Ubuntu 20.04 - 5.8.0-050800rc6daily20200721-generic - GNOME Shell 3.36.1 |
Most Popular Test Results
Compare
|
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 |
|
Featured Kernel Comparison |
AMD Ryzen 5 3600XT 6-Core - MSI X470 GAMING M7 AC - AMD Starship Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4 |
|
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 |
|
Featured Kernel Comparison |
Intel Xeon E3-1280 v5 - MSI Z170A SLI PLUS - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.9.0-050900rc2daily20200826-generic - GNOME Shell 3.36.4 |
|
Featured Kernel Comparison |
Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH openSUSE Leap 15.2 - 5.3.18-22-default - KDE Plasma 5.18.5 |
|
Featured Kernel Comparison |
Intel Core i7-4558U - ASUS UX301LAA v1.0 - Intel Haswell-ULT DRAM Ubuntu 20.04 - 5.8.3-050803-generic - GNOME Shell 3.36.4 |
|
3 Systems - 11 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.04 - 5.4.0-7634-generic - GNOME Shell 3.36.3 |
|
3 Systems - 59 Benchmark Results |
Intel Core i7-3517U - ASUS UX32VDA v1.0 - Intel 3rd Gen Core DRAM Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3 |
|
4 Systems - 176 Benchmark Results |
AMD EPYC 7702 64-Core - ASRockRack EPYCD8 - AMD Starship Ubuntu 20.04 - 5.5.0-050500-generic - GNOME Shell 3.36.4 |
|
4 Systems - 72 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.9.0-050900rc2daily20200827-generic - GNOME Shell 3.36.4 |
|
3 Systems - 7 Benchmark Results |
AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship Ubuntu 20.04 - 5.9.0-050900rc1daily20200819-generic - GNOME Shell 3.36.4 |
|
Featured Kernel Comparison |
AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD 17h Ubuntu 19.10 - 5.9.0-050900rc2-generic - GNOME Shell 3.34.1 |