This is a facilitator for the MLPerf Inference Benchmark Suite leveraging the axs2mlperf Docker container build and testing for currently facilitating ResNwt-50 reference model inference CPU benchmarks. See reference information at https://github.com/krai/axs2mlperf/blob/master/demo/README.md
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark axs2mlperf.
OpenBenchmarking.org metrics for this test profile configuration based on 29 public results since 12 May 2023 with the latest data as of 19 May 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 (axs2mlperf - Test: ResNet50 MLPerf Reference Model) has an average run-time of 1 hour, 43 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 2.3%.
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.
4 Systems - 1 Benchmark Result |
Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Pop 22.04 - 6.2.6-76060206-generic - GNOME Shell 42.5 |
3 Systems - 1 Benchmark Result |
AMD Ryzen 9 7950X3D 16-Core - ASRock X670E PG Lightning - AMD Device 14d8 Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0 |
4 Systems - 1 Benchmark Result |
AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0 |
4 Systems - 1 Benchmark Result |
AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Pop 22.04 - 6.2.6-76060206-generic - GNOME Shell 42.5 |
4 Systems - 1 Benchmark Result |
AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.3.0-060300rc7daily20230417-generic - GNOME Shell 42.5 |
3 Systems - 1 Benchmark Result |
Intel Core i7-1165G7 - Dell XPS 13 9310 [0GG9PT] - Intel Tiger Lake-LP Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0 |