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ConnorMallon

PROFILE

Connormallon

Worked on enhancing automatic differentiation capabilities for finite element functions in the Gridap.jl repository, focusing on enabling gradient-based workflows and sensitivity analyses for FEFunction-defined positions. Leveraged Julia and ForwardDiff to support differentiating integrals with respect to evaluation positions, refining point-to-cell caching to improve spatial query performance during AD workflows. Ensured precise extraction of ForwardDiff values for Point and MultiValue types, addressing accuracy in finite element contexts. Updated documentation and user guides to clarify the new differentiation features, supporting developer onboarding and traceability. The work demonstrated depth in numerical methods, code refactoring, and performance optimization within scientific software engineering.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

4Total
Bugs
0
Commits
4
Features
1
Lines of code
36
Activity Months1

Your Network

146 people

Shared Repositories

28
ggyMember
Aditya ShindeMember
Ariana JohnsonMember
Alberto F. MartinMember
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Alexandre MagueresseMember
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Antoine MarteauMember
anusha19murthyMember

Work History

April 2025

4 Commits • 1 Features

Apr 1, 2025

April 2025 monthly summary focusing on Gridap.jl development. Primary focus this month was delivering advanced automatic differentiation (AD) capabilities for finite element (FE) functions and associated performance/quality improvements. The work enables gradient-based workflows and sensitivity analyses on FE positions defined via FEFunctions, with improvements in AD precision, query performance, and developer-facing documentation.

Activity

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Quality Metrics

Correctness92.6%
Maintainability90.0%
Architecture90.0%
Performance90.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

JuliaMarkdown

Technical Skills

Automatic DifferentiationCode RefactoringDocumentationFinite Element MethodJulia ProgrammingNumerical DifferentiationNumerical MethodsPerformance OptimizationSoftware Engineering

Repositories Contributed To

1 repo

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

gridap/Gridap.jl

Apr 2025 Apr 2025
1 Month active

Languages Used

JuliaMarkdown

Technical Skills

Automatic DifferentiationCode RefactoringDocumentationFinite Element MethodJulia ProgrammingNumerical Differentiation