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Bartlomiej Stemborowski

PROFILE

Bartlomiej Stemborowski

During November 2025, Bartosz Stemborowski focused on improving the reliability of embedding utilities in the pytorch/pytorch repository. He addressed a critical bug in EmbeddingBag, ensuring correct bag counts when handling 2D input indices with the include_last_offset parameter set to True. Using Python and leveraging his expertise in Deep Learning and PyTorch, Bartosz updated both the implementation and documentation to align the behavior of nn.EmbeddingBag and nn.functional.embedding_bag. His work resolved inconsistencies that previously affected model correctness and reproducibility, resulting in clearer APIs and more predictable training outcomes for developers working with embedding layers in PyTorch.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
20
Activity Months1

Work History

November 2025

1 Commits

Nov 1, 2025

Month 2025-11 focused on correctness and reliability in core embedding utilities. Delivered a critical bug fix for EmbeddingBag with 2D input indices when include_last_offset is True, preventing off-by-one bag counts and ensuring consistent bag generation. Updated documentation to align include_last_offset behavior across EmbeddingBag APIs (nn.EmbeddingBag and nn.functional.embedding_bag). The change, tracked in commit b026eb96cac17524c221d9967fe6727bec5db073, in PR #168159, was reviewed and approved by core maintainers (ezyang, malfet) and resolves #167974. This improves model correctness, reproducibility, and developer confidence when using EmbeddingBag with 2D indices.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Deep LearningMachine LearningPyTorch

Repositories Contributed To

1 repo

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

pytorch/pytorch

Nov 2025 Nov 2025
1 Month active

Languages Used

Python

Technical Skills

Deep LearningMachine LearningPyTorch