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# Analysis Grand Challenge (AGC) benchmarks with ROOT | ||
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The Analysis Grand Challenge (AGC) is about performing the last steps in an analysis pipeline at scale to test workflows envisioned for the HL-LHC. | ||
This includes | ||
This includes: | ||
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- columnar data extraction from large datasets, | ||
- processing of that data (event filtering, construction of observables, evaluation of systematic uncertainties) into histograms, | ||
- statistical model construction and statistical inference, | ||
- relevant visualizations for these steps, | ||
- columnar data extraction from large datasets | ||
- processing of that data (event filtering, construction of observables, evaluation of systematic uncertainties) into histograms | ||
- statistical model construction and statistical inference | ||
- visualizations for these steps | ||
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all done in a reproducible & preservable way that can scale to HL-LHC requirements. | ||
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The reference implementation of the workflows is hosted at https://github.com/iris-hep/analysis-grand-challenge. This repository demonstrates usage of ROOT facilities in the same type of benchmarks. The physics analyses code can be found in the `analyses` folder. | ||
The official AGC documentation can be found [at this link](https://agc.readthedocs.io/en/latest/index.html). | ||
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This repository implements AGC analysis tasks using modern ROOT interfaces. | ||
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The physics analyses implementations can be found in the `analyses` folder. |