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Masa Maksimovic

PROFILE

Masa Maksimovic

Developed comprehensive testing coverage for Vision Transformer (ViT) models within the tenstorrent/tt-xla repository, focusing on the JAX framework. Designed and implemented a dedicated ViT tester class in Python, introducing new automated tests to validate multiple ViT configurations across various patch sizes and image resolutions. The work emphasized inference-mode coverage, laying the groundwork for future training support. By establishing a robust test harness, this effort reduced the risk of regressions and enabled safer, faster iteration on ViT features. The approach demonstrated skills in machine learning, automated testing, and transformer architectures, ensuring reliability and traceability for ongoing model development.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
752
Activity Months1

Work History

March 2025

1 Commits • 1 Features

Mar 1, 2025

March 2025 — Delivered Vision Transformer testing coverage for JAX in tt-xla. Implemented a dedicated ViT tester class and new tests to validate ViT configurations across patch sizes and resolutions, with inference-mode coverage and groundwork for training. No major bugs fixed this period. Impact: provides reliability guarantees for ViT variants, reduces risk of regressions, and accelerates safe iteration toward training support. Technologies demonstrated: JAX, ViT architectures, test harness design, automated testing, and commit-based traceability.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance60.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

JAXMachine LearningTestingTransformers

Repositories Contributed To

1 repo

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

tenstorrent/tt-xla

Mar 2025 Mar 2025
1 Month active

Languages Used

Python

Technical Skills

JAXMachine LearningTestingTransformers