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.
* 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. Data updated weekly as of 21 April 2024.
Revision History
pts/axs2mlperf-1.0.0 [View Source] Fri, 12 May 2023 10:08:02 GMT Initial commit for MLPerf benchmark.
Performance Metrics
Analyze Test Configuration:
axs2mlperf
Test: ResNet50 MLPerf Reference Model
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%.
Tested CPU Architectures
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.