This is the repository containing results and code for the v1.1 version of the MLPerf™ Tiny benchmark. For final results please see MLPerf™ Tiny v1.1 benchmark results.
For benchmark code and rules please see the GitHub repository.
Previous versions of the benchmark are available at:
| Version | Results Table | Github Repository |
|---|---|---|
| v1.0 | Results | GitHub |
| v0.7 | Results | GitHub |
| v0.5 | Results | GitHub |
A submission is for one code base for the benchmarks submitted. An org may make multiple submissions. A submission should take the form of a directory with the following structure. The structure must be followed regardless of the actual location of the actual code, e.g. in the MLPerf repo or an external code host site.
In case of submission of results for multiple systems, please use <system_desc.id> to differentiate these. System names may be arbitrary. We recognize implementations for multiple systems of the same organization could have different dependencies on a common code base and on each other. When submitting the code, please organize the code as much as possible following a logical structure that makes it possible to reproduce the results, and accompany it with scripts and a README that explains the process. You can use multiple <implementation_id>s to structure your submission.
<division>
└── <submitting_organization>
├── systems
│ ├── <system_desc_id>.json #combines hardware and software stack information (one file for each system benchmarked)
│ ├── TinyMLPerf_v1.0_Submission_Checklist.pdf
│ └── Energy-Hookup.pdf #image or text description how to reproduce energy configuration and measurement if submitting energy results
├── code
│ └── <benchmark_name per reference>
│ └── <implementation_id>
│ └── <Code interface with runner and other arbitrary stuff>
└── results
└── <system_desc_id> # (one folder for each system benchmarked)
└── <benchmark>
├── performance
│ ├── result.txt #results summary produced by runner after performance test
│ ├── log.txt #log produced by runner after performance test
│ └── script.async #script file produced by runner after performance test
├── accuracy
│ ├── result.txt #results summary produced by runner after accuracy test
│ ├── log.txt #log produced by runner after accuracy test
│ └── script.async #script file produced by runner after accuracy test
└── energy #if submitting energy results
│ ├── result.txt #results summary produced by runner after energy test
├── log.txt #log produced by runner after energy test
└── script.async #script file produced by runner after energy test
System names and implementation names may be arbitrary.
<division> must be one of {closed, open}.
<benchmark> must be one of {vww, ic, kws, ad}.
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent