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40 changes: 40 additions & 0 deletions _fellows/2026/dasha-pn.md
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---
layout: fellow
pagetype: fellow
shortname: dasha-pn
permalink: /fellows/dasha-pn.html
fellow-name: Daryna Shevchuk
title: Daryna Shevchuk - IRIS-HEP Fellow
active: True
dates:
start: 2026-06-08
end: 2026-08-30
photo: /assets/images/team/fellows-2026/Daryna-Shevchuk.jpg
institution: Ukrainian Catholic University
e-mail: d.shevchuk.pn@ucu.edu.ua
focus-area: as
challenge-area:
project_title: Benchmarking and Optimizing PyHS3
project_goal: >
Develop a comprehensive benchmarking and optimization infrastructure for
PyHS3, a pure-Python implementation of the HEP Statistics Serialization
Standard (HS3). The project focuses on measuring runtime performance and
memory usage across representative High Energy Physics statistical
workloads, including probability density function evaluation, likelihood
calculation, parameter fitting, and model scaling. Benchmarking results
will be compared against established frameworks such as ROOT, pyhf, zfit,
and numba-stats to ensure both performance improvements and numerical
agreement. Using profiling-driven analysis, the project will identify
bottlenecks in graph construction, compilation, and model evaluation, and
implement optimizations such as caching and computational graph
simplifications. The resulting infrastructure will provide reproducible
benchmarks, continuous performance tracking, and documentation to support
future PyHS3 development.
mentors:
- Giordon Stark (University of California, Santa Cruz)
proposal: /assets/pdf/fellows-2026/UKR001-proposal-Daryna-Shevchuk.pdf
presentations:
current_status:
github-username: dasha-pn
linkedin-profile: https://www.linkedin.com/in/daryna-shevchuk-dsh/
---
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