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Amadeusz Szymko

PROFILE

Amadeusz Szymko

Worked across multiple Autoware Foundation and ROS repositories to deliver features in 3D object detection, GPU performance, and developer documentation. Integrated the TransFusion model into tier4/AWML, enabling LiDAR-camera fusion on the nuScenes dataset using PyTorch and C++. Upgraded CUDA in autowarefoundation/autoware for improved GPU compatibility, leveraging Ansible and DevOps practices. Enhanced transform handling and consolidated point cloud processing utilities in autoware_utils, streamlining ROS TF workflows. Improved Docker installation documentation and artifact management in autowarefoundation/autoware-documentation, clarifying setup for new users. Contributed to release management in ros/rosdistro, ensuring reliable downstream builds through metadata and dependency updates.

Overall Statistics

Feature vs Bugs

88%Features

Repository Contributions

8Total
Bugs
1
Commits
8
Features
7
Lines of code
3,034
Activity Months5

Work History

January 2026

1 Commits • 1 Features

Jan 1, 2026

Month: 2026-01. Focused on GPU compatibility and performance improvements in the autoware project. Executed a CUDA upgrade to ensure compatibility with newer NVIDIA drivers and improve GPU-related performance. Key change implemented in autowarefoundation/autoware with a signed-off commit to formalize the upgrade.

April 2025

3 Commits • 3 Features

Apr 1, 2025

In April 2025, the team delivered cross-repo improvements across three Autoware Foundation repositories, focusing on artifacts management, transform handling, and maintenance simplification. The work emphasized reliability, documentation, and maintainability, aligning with business value by reducing configuration friction and enabling smoother transform-related operations in production deployments.

March 2025

2 Commits • 1 Features

Mar 1, 2025

March 2025 focused on improving Docker-based installation documentation for Autoware, with targeted changes to artifact handling and run.sh usage. The team delivered a new artifacts download command and clarified the data-path option to streamline setup, while also correcting documentation after an earlier change by reverting the artifacts path and simplifying the map-path example. These efforts enhanced setup usability, onboarding efficiency, and documentation accuracy, supporting smoother deployments and fewer support questions.

December 2024

1 Commits • 1 Features

Dec 1, 2024

December 2024 monthly summary for ros/rosdistro: Focused on updating the TensorRT CMake Module version in the Humble distribution, ensuring downstream builds reflect the updated release and aligning rosdistro metadata accordingly. The change was captured under bloom workflow, and committed to the repository to support a smoother upgrade path for TensorRT users.

April 2024

1 Commits • 1 Features

Apr 1, 2024

In April 2024, delivered the TransFusion multi-modal 3D object detection model integration for tier4/AWML, enabling LiDAR-camera fusion on the nuScenes dataset. Implemented the new model architecture, along with training and deployment configuration files, and updated dependencies to support multi-modal processing. Impact: Improved potential detection accuracy through multi-modal fusion and established a foundation for production-ready deployment and reproducible experiments.

Activity

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Quality Metrics

Correctness90.0%
Maintainability90.0%
Architecture85.0%
Performance85.0%
AI Usage25.0%

Skills & Technologies

Programming Languages

C++MarkdownPythonYAML

Technical Skills

3D Object DetectionAnsibleC++CUDAComputer VisionDeep LearningDevOpsDocumentationMachine LearningPoint Cloud ProcessingPyTorchROSRelease ManagementTFTransformations

Repositories Contributed To

6 repos

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

autowarefoundation/autoware-documentation

Mar 2025 Apr 2025
2 Months active

Languages Used

Markdown

Technical Skills

Documentation

tier4/AWML

Apr 2024 Apr 2024
1 Month active

Languages Used

Python

Technical Skills

3D Object DetectionComputer VisionDeep LearningMachine LearningPyTorch

ros/rosdistro

Dec 2024 Dec 2024
1 Month active

Languages Used

YAML

Technical Skills

Release Management

autowarefoundation/autoware.core

Apr 2025 Apr 2025
1 Month active

Languages Used

C++Markdown

Technical Skills

C++Point Cloud ProcessingROSTransformations

autowarefoundation/autoware_utils

Apr 2025 Apr 2025
1 Month active

Languages Used

C++

Technical Skills

C++ROSTF

autowarefoundation/autoware

Jan 2026 Jan 2026
1 Month active

Languages Used

MarkdownYAML

Technical Skills

AnsibleCUDADevOps