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Dougal Stewart

PROFILE

Dougal Stewart

Worked on Gridap.jl to deliver VectorValue automatic differentiation support, enabling AD for functions with VectorValue inputs by updating gradient and divergence handling with Point transformations. Leveraged Julia and automated testing to implement robust validation for these new capabilities, ensuring correctness and reducing the risk of regressions. Enhanced documentation by publishing release notes in NEWS.md, improving communication for users adopting the feature. This work broadened the applicability of automatic differentiation in scientific computing workflows, strengthened test coverage, and improved release readiness. Demonstrated expertise in Julia programming, numerical analysis, and scientific computing while focusing on reliability and maintainability in code and documentation.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

3Total
Bugs
0
Commits
3
Features
1
Lines of code
72
Activity Months1

Work History

April 2026

3 Commits • 1 Features

Apr 1, 2026

Summary for 2026-04 (Gridap.jl): Delivered VectorValue Autodiff Support and reliability enhancements, enabling automatic differentiation for VectorValue-input functions and updating gradient/divergence handling with Point transformations. Implemented automated VectorValue autodiff tests and published the feature in NEWS.md. This work broadens the applicability of AD in Gridap.jl, strengthens regression safety, and improves release communication. Overall impact: expanded AD reach for user models, reduced risk of regressions, and clearer documentation for adopters. The work demonstrates strong proficiency in Julia, autodiff, testing, and release engineering.

Activity

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Quality Metrics

Correctness100.0%
Maintainability86.6%
Architecture86.6%
Performance86.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

JuliaMarkdown

Technical Skills

Julia programmingautomated testingautomatic differentiationdifferential equationsdocumentationmathematicsnumerical analysisnumerical methodsscientific computing

Repositories Contributed To

1 repo

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

gridap/Gridap.jl

Apr 2026 Apr 2026
1 Month active

Languages Used

JuliaMarkdown

Technical Skills

Julia programmingautomated testingautomatic differentiationdifferential equationsdocumentationmathematics