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Patryk Wilczewski

PROFILE

Patryk Wilczewski

Worked on backend development and performance optimization for deep learning systems, focusing on reliability and throughput improvements. In the HabanaAI/vllm-fork repository, addressed a padding handling bug in the padding-aware sequence processing path by refining index calculations and ensuring correct application of padding during scheduling, which stabilized hidden state updates and reduced edge-case misalignment. Later, contributed to the vllm-project/vllm-gaudi repository by optimizing Chunk Scan operations in PyTorch for the Gaudi backend, simplifying code paths, and improving numeric precision through vectorization and native PyTorch operations. Utilized Python, PyTorch, and algorithm design to enhance maintainability and execution efficiency across both projects.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
1
Lines of code
212
Activity Months2

Work History

February 2026

1 Commits • 1 Features

Feb 1, 2026

February 2026 – vllm-gaudi: Delivered high-impact performance optimization for Chunk Scan in PyTorch within the Gaudi backend, plus targeted code simplifications to improve maintainability and throughput. No explicit bug fixes documented for Feb 2026 in this repo based on the provided data; work centered on feature optimization with potential performance gains.

August 2025

1 Commits

Aug 1, 2025

Month: 2025-08 — Focused on correctness and reliability improvements in the padding-aware sequence processing path for HabanaAI/vllm-fork. The work addressed a padding handling bug introduced by sequence ID pruning, ensuring padding is applied correctly during scheduling and that hidden state updates use the correct indices.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture90.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Backend DevelopmentPerformance OptimizationPyTorchalgorithm designdeep learningperformance optimization

Repositories Contributed To

2 repos

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

HabanaAI/vllm-fork

Aug 2025 Aug 2025
1 Month active

Languages Used

Python

Technical Skills

Backend DevelopmentPerformance Optimization

vllm-project/vllm-gaudi

Feb 2026 Feb 2026
1 Month active

Languages Used

Python

Technical Skills

PyTorchalgorithm designdeep learningperformance optimization