EXCEEDS logo
Exceeds
ChaitanyaBhave-e

PROFILE

Chaitanyabhave-e

Contributed to the idaholab/moose repository by developing a C++ LibtorchModel class that enables evaluation of pre-trained neural networks within the NEML2 framework. The implementation supports arbitrary input and output mappings, as well as linear scaling, and includes comprehensive tests and documentation. Demonstrated the feature’s integration through a heat conduction example, establishing a foundation for AI-enabled modeling in the codebase. Additionally, improved the LibTorch installation documentation by correcting the test script invocation, reducing user errors and streamlining onboarding. Work focused on C++, machine learning, and documentation, delivering targeted enhancements that addressed both core functionality and user experience.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

3Total
Bugs
1
Commits
3
Features
1
Lines of code
416
Activity Months2

Your Network

210 people

Work History

May 2025

2 Commits • 1 Features

May 1, 2025

May 2025 Monthly Summary: Implemented LibtorchModel integration to evaluate pre-trained neural networks within NEML2 for idaholab/moose. Delivered a C++ LibtorchModel class, accompanying tests and documentation, and demonstrated end-to-end usage in a heat conduction scenario. The feature supports arbitrary input/output mappings and linear input/output scaling, establishing a core AI-enabled modeling capability within the framework.

April 2025

1 Commits

Apr 1, 2025

April 2025 monthly summary for idaholab/moose: Focused improvement on LibTorch installation documentation to reduce user errors and improve onboarding. The primary change corrected the test invocation in the LibTorch installation guide, ensuring users run the correct script and complete tests as intended. This aligns with existing documentation standards and supports smoother LibTorch adoption within MOOSE workflows.

Activity

Loading activity data...

Quality Metrics

Correctness90.0%
Maintainability90.0%
Architecture90.0%
Performance86.6%
AI Usage33.4%

Skills & Technologies

Programming Languages

C++INIMarkdownShell

Technical Skills

C++DocumentationMachine LearningModel EvaluationNeural NetworksTesting

Repositories Contributed To

1 repo

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

idaholab/moose

Apr 2025 May 2025
2 Months active

Languages Used

MarkdownC++INIShell

Technical Skills

DocumentationC++Machine LearningModel EvaluationNeural NetworksTesting