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Shyam Kumar

PROFILE

Shyam Kumar

Shyam developed and enhanced high energy physics analysis tools in the AliceO2Group/O2Physics and eic/detector_benchmarks repositories, focusing on D+ meson correlation studies and detector benchmarking. He implemented new C++ features for prompt and non-prompt particle classification, integrated machine learning score filtering, and improved data visualization using ROOT and shell scripting. Shyam addressed data integrity and stability by fixing contributor counting logic, refining event-mixing cache handling, and ensuring accurate trigger logic. His work emphasized reproducibility and maintainability, introducing automated workflows and clear commit traceability. The depth of his contributions advanced both analytic fidelity and the robustness of simulation pipelines.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

10Total
Bugs
3
Commits
10
Features
6
Lines of code
963
Activity Months7

Work History

February 2026

1 Commits

Feb 1, 2026

February 2026 — AliceO2Group/O2Physics: stability and reliability improvements focused on the event-mixing path in correlatorDplusHadrons. Delivered a critical crash fix caused by cache issues during event mixing, resulting in more stable particle collision simulations and reduced runtime interruptions. Patch linked to commit 02ad244eca2bd7be89b99a95d595a9bfbe07a05b (PR #14721). Impact: higher simulation uptime, smoother user experience, and greater confidence in physics analyses. Technologies/skills demonstrated: debugging and crash analysis, cache management, C++/ROOT-based workflows, and rigorous code review.

November 2025

2 Commits • 1 Features

Nov 1, 2025

In 2025-11, delivered critical enhancements to the D+ meson analysis in AliceO2Group/O2Physics, focusing on acceptance criteria, trigger logic, and data integrity to support robust physics results. The changes improve the accuracy of the D+ meson selection and ensure reliable trigger counting, with clearer code and correct separation of prompt versus non-prompt D+ mesons. This work reduces analysis bias, enhances reproducibility, and strengthens maintainability for ongoing and future analyses.

October 2025

1 Commits

Oct 1, 2025

October 2025 monthly summary for AliceO2Group/O2Physics focusing on data quality and stability improvements. Delivered a targeted bug fix in the PWGHF D2H contributor counting logic to improve precision by iterating over a more specific collection, addressing inaccuracies in contributor analytics and reporting. The fix is linked to issue #13188 and committed as f6acde1e555cb4ea5fc6e085ee72f2832034c1c2, with no adverse performance impact observed.

September 2025

1 Commits

Sep 1, 2025

September 2025 monthly summary for AliceO2Group/O2Physics: Delivered a targeted bug fix to improve particle-level data collection accuracy with minimal risk. The change ensures proper casting of the collision object before using it to retrieve numPvContr in taskDplus.cxx, stabilizing particle-level analytics for physics analyses and ensuring data integrity across runs. The patch aligns with ongoing quality improvements in O2Physics and supports reliable downstream analysis.

June 2025

2 Commits • 2 Features

Jun 1, 2025

June 2025 monthly summary: Delivered targeted features in detector benchmarking and physics analysis to advance performance evaluation and ML-driven classification accuracy. Implemented visualization and performance tooling for tracking detectors with Snakemake integration, enabling reproducible, end-to-end analysis. Added ML score range configuration to tighten prompt/non-prompt classification and refine particle candidate selection. The work enhances data quality assessment, accelerates performance diagnostics, and demonstrates robust C++ tooling, build-system automation, and configurable ML-based filtering.

April 2025

1 Commits • 1 Features

Apr 1, 2025

April 2025 — AliceO2Group/O2Physics: Delivered a feature to enable prompt and non-prompt D+-hadron correlation analysis, including a new production-origin flag, and a non-prompt D+ ML score. Updated data structures and analysis tasks to support production-origin distinctions, enabling higher-precision physics insights and stronger business value through improved analytic fidelity. Related commit 085c329b7a30286d04db66bf18b5d2a681e977b4 ("[PWGHF] Adding a flag to perform Prompt and Non-prompt D+-hadron correlations (#10830)"). No major bug fixes were reported this month.

November 2024

2 Commits • 2 Features

Nov 1, 2024

Month 2024-11 focused on delivering feature enhancements and benchmarking capabilities with clear business value. Key features: (1) In AliceO2Group/O2Physics, added the hMassDplusVsPtWoEff baseline histogram for D+ hadron correlations to aid debugging without efficiency corrections (commit 76446cf4dc332155dec9e3e3d0b160a33c2b211e). (2) In eic/detector_benchmarks, advanced tracking benchmarks for DCAT and DCAz with new analysis scripts, output generation rules, and adjusted momentum ranges (commit c33b1cf00bb2925743434220ac6dd9f2157d326b). No major bugs fixed this month; activities prioritized robust feature delivery and benchmarking coverage. Overall impact: reduces ambiguity in debugging, improves measurement reliability for displacement-related observables, and strengthens reproducibility with script-driven benchmarks. Technologies/skills demonstrated: histogram development and debugging, data-analysis scripting, benchmarking workflows, and clear version-control traceability.

Activity

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Quality Metrics

Correctness85.0%
Maintainability80.0%
Architecture77.0%
Performance68.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++ShellYAML

Technical Skills

Build SystemsC++C++ developmentC++ programmingData AnalysisData VisualizationDebuggingHigh Energy PhysicsHigh Energy Physics SoftwareMachine LearningMachine Learning IntegrationParticle PhysicsPerformance AnalysisPhysics AnalysisROOT

Repositories Contributed To

2 repos

Overview of all repositories you've contributed to across your timeline

AliceO2Group/O2Physics

Nov 2024 Feb 2026
7 Months active

Languages Used

C++

Technical Skills

Data AnalysisDebuggingHigh Energy Physics SoftwareC++High Energy PhysicsMachine Learning

eic/detector_benchmarks

Nov 2024 Jun 2025
2 Months active

Languages Used

C++ShellYAML

Technical Skills

C++Data VisualizationPerformance AnalysisScientific ComputingShell ScriptingBuild Systems

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