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Giulia Lupi

PROFILE

Giulia Lupi

Over a two-month period, contributed to the DUNE/sandreco repository by developing a noise matrix computation tool and enhancing the Kalman filter for improved tracking accuracy in particle physics simulations. Leveraged C++ and the ROOT framework to implement geometry-aware modeling, digitization alignment, and expanded testing and visualization capabilities. Integrated a BVH-based spatial indexing system, enabling efficient geometry mapping and adjacent-cell searches across the SANDGeo/SANDRECO stack. Addressed reliability issues in BVH search and performed a comprehensive refactor of internal ID types for consistency. The work emphasized algorithm optimization, robust software architecture, and maintainable code through careful integration and refactoring practices.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

11Total
Bugs
1
Commits
11
Features
2
Lines of code
2,147
Activity Months2

Work History

July 2025

7 Commits • 1 Features

Jul 1, 2025

July 2025 performance-focused milestone for DUNE/sandreco: Implemented a BVH-based spatial indexing system with complete build, search, and cross-stack integration. BVH library usage includes tree construction, geometry-to-BVH mapping, and adjacent-cell search enhancements, with BVH now managed under SANDGeoManager for reuse across the SANDGeo/SANDRECO stack. Also fixed BVH search reliability and removed noisy debug prints. In addition, performed an internal ID type consistency refactor from unsigned long to signed long across tracker components to unify representations and better support negative IDs.

April 2025

4 Commits • 1 Features

Apr 1, 2025

April 2025 – DUNE/sandreco: Delivered Noise Matrix Computation tool and Kalman filter enhancements for tracking, with improved innovations evaluation, covariance initialization, and tracklet matching. Added geometry-aware support, digitization alignment, and enhanced testing/visualization. Integration work resolved merge conflicts and cleanup (Cell Adjacency).

Activity

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Quality Metrics

Correctness80.0%
Maintainability78.2%
Architecture78.2%
Performance67.2%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

Algorithm OptimizationAlgorithmsBuild SystemC++C++ DevelopmentCode RefactoringData AnalysisData StructuresData TypesGeometry ProcessingKalman FilterParticle PhysicsPerformance OptimizationPhysics SimulationROOT Framework

Repositories Contributed To

1 repo

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

DUNE/sandreco

Apr 2025 Jul 2025
2 Months active

Languages Used

C++

Technical Skills

C++C++ DevelopmentData AnalysisGeometry ProcessingKalman FilterParticle Physics