PyHEP.dev 2025 - "Python in HEP" Developer's Workshop

[kratsg]

https://indico.cern.ch/event/1515852/

Abstract: Graph Me If You Can: Modern Python Meets HEP Statistical Models

Statistical tooling in the scientific python ecosystem continues to advance, while at the same time ROOT has recently adopted the HEP Statistics Serialization Standard (HS3) as the way of serializing RooWorkspaces for any probability model that has been built. There is a gap between packages such as jax and scipy.stats and what HS3 provides. This is where pyhs3 comes in—a modern Python implementation of HS3 designed with modern scientific python development practices. Prioritizing a developer-friendly interface and cross-platform compatibility, pyhs3 provides a python-callable function built from the computational graph encoded in serialized HS3 probability models.

The goal of this effort is to facilitate existing efforts in statistical inference (pyhf, zfit, cabinetry) and auto-differentiability (neos, MadJax, evermore, relaxed) by providing a common core for bidirectional translation of HS3-compatible workspaces.

We'll discuss the design of the library, how the pieces are defined, how to extend or contribute to it, and proof-of-concept with a real-world workspace from the ATLAS $HH\to bb\gamma\gamma$ analysis. The talk presents the pyhs3 package as a step towards a common 'inference API' and providing implementations of many mathematical probability distributions common in HEP.

[mhance-ucsc]

Fantastic!

Some notes on the first version:

• Sometimes it's pyhs3 and sometimes pyhs3, would be good to format consistently
• HS3 is defined twice, drop the second definition and just use the acronym there
• "The hope is to be able to" --> "The goal of this effort is to"
• I would drop the first sentence of the third paragraph, or move anything unique in there into one of the first two paragraphs. The third paragraph should focus on what the speaker/talk will do, not what the package does.
• The last sentence is a bit roundabout. Maybe something more like: "The talk presents the pyhs3 package as a step towards a common 'inference API', providing implementations of many mathematical probability distributions common in HEP."

[kratsg]

• fixed
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