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Updating docs for filtering with examples (#136) (#137)

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Signed-off-by: coleramos425 <colramos@amd.com>
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coleramos425
2023-08-11 12:33:13 -05:00
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The [Omniperf](https://github.com/AMDResearch/omniperf) Tool is architecturally composed of three major components, as shown in the following figure.
- **Omniperf Profiling**: Acquire raw performance counters via application replay based on the [ROC Profiler](https://github.com/ROCm-Developer-Tools/rocprofiler). The counters are stored in a comma-seperated value, for further analyis. A set of MI200 specific micro benchmarks are also run to acquire the hierarchical roofline data. The roofline model is not available on earlier accelerators.
- **Omniperf Profiling**: Acquire raw performance counters via application replay based on the [rocProfiler](https://rocm.docs.amd.com/projects/rocprofiler/en/latest/rocprof.html). The counters are stored in a comma-seperated value, for further analyis. A set of MI200 specific micro benchmarks are also run to acquire the hierarchical roofline data. The roofline model is not available on earlier accelerators.
- **Omniperf Grafana Analyzer**:
- *Grafana database import*: All raw performance counters are imported into the backend MongoDB database for Grafana GUI analysis and visualization. Compatibility of previously generated data between Omniperf versions is not necessarily guarenteed.