This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark openvino.
* 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 updated weekly as of 26 September 2023.
pts/openvino-1.2.0 [View Source] Wed, 21 Dec 2022 18:32:34 GMT Update against OpenVINO 2022.3 upstream.
pts/openvino-1.1.0 [View Source] Wed, 31 Aug 2022 15:43:22 GMT Update against OpenVINO upstream to fix build on newer distros.
pts/openvino-1.0.4 [View Source] Thu, 19 Nov 2020 13:48:10 GMT Fix for running OpenVINO on AArch64.
pts/openvino-1.0.3 [View Source] Thu, 08 Oct 2020 18:19:27 GMT Expose Intel GPU option that works on Intel GPU setups having their GPU compute stack installed at OpenVINO build time.
pts/openvino-1.0.2 [View Source] Wed, 07 Oct 2020 20:43:13 GMT Add python2 as a system dependency - still needed for OpenVINO, yuck.
pts/openvino-1.0.1 [View Source] Wed, 07 Oct 2020 18:36:20 GMT Ensure OpenCV gets included as a system dependency.
pts/openvino-1.0.0 [View Source] Wed, 07 Oct 2020 16:55:46 GMT Initial commit of OpenVINO benchmark.
Model: Person Vehicle Bike Detection FP16 - Device: CPU
OpenBenchmarking.org metrics for this test profile configuration based on 537 public results since 21 December 2022 with the latest data as of 22 September 2023.
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 (OpenVINO 2022.3 - Model: Person Vehicle Bike Detection FP16 - Device: 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 0.1%.
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.
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.
Requires passing a supported compiler/build flag (verified with targets: sandybridge, skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3). Found on Intel processors since Sandy Bridge (2011). Found on AMD processors since Bulldozer (2011).
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3). Found on Intel processors since Haswell (2013). Found on AMD processors since Excavator (2016).
Requires passing a supported compiler/build flag (verified with targets: skylake, tigerlake, cascadelake, sapphirerapids, alderlake, znver2, znver3). Found on Intel processors since Haswell (2013). Found on AMD processors since Bulldozer (2011).
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.