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Max Xiang

PROFILE

Max Xiang

Xiangxiang Ma developed and maintained core features for the open-edge-platform/geti-sdk, focusing on configuration management, model deployment, and robust data processing. Over six months, Xiangxiang restructured configuration clients using Python and Pydantic, introducing new data models and validation to improve reliability and scalability. They enhanced the CI/CD pipeline with GitHub Actions for secure Python package publishing, and addressed edge-case bugs in label handling and inference, particularly for keypoint detection and classification. By refactoring backend logic and standardizing API integration, Xiangxiang improved prediction accuracy, reduced runtime errors, and ensured the SDK’s compatibility across evolving OpenVINO and OTX model versions.

Overall Statistics

Feature vs Bugs

64%Features

Repository Contributions

17Total
Bugs
4
Commits
17
Features
7
Lines of code
8,029
Activity Months6

Work History

July 2025

1 Commits • 1 Features

Jul 1, 2025

Month: 2025-07 — Focused on delivering a robust configuration management overhaul for the Geti SDK, including new data models and enhanced validation. Implemented reorganized configuration structures and Pydantic-based validation for project and training configurations, resulting in a more reliable and scalable configuration system with improved data integrity.

June 2025

1 Commits

Jun 1, 2025

Concise monthly summary for 2025-06 focusing on the open-edge-platform/geti-sdk changes, highlighting feature delivery and bug fixes that improve robustness and business value.

May 2025

1 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for open-edge-platform/geti-sdk focusing on delivering a more reliable, secure, and scalable Python package publishing workflow, with a measurable impact on release cadence and risk mitigation.

February 2025

6 Commits • 3 Features

Feb 1, 2025

February 2025 focused on stabilizing and enriching the geti-sdk with a shift toward local inference, enhanced benchmarking/managing tooling, and security hardening. Delivered a robust set of capabilities while mitigating risks and improving developer experience, positioning the SDK for broader usage and reliability.

January 2025

7 Commits • 2 Features

Jan 1, 2025

January 2025 monthly summary for open-edge-platform/geti-sdk. Focused on delivering stability, scalability, and simplified configuration. Key work included tiling support for OTX v2+ with standardized model information extraction, deprecation and removal of Hyperparameter Optimization (HPO) across the SDK, and a bug fix for classification label normalization to handle spaces in labels. Collectively, these efforts improve prediction accuracy, reduce configuration risk, and enable more reliable deployment across legacy and newer OTX versions.

December 2024

1 Commits

Dec 1, 2024

December 2024 (Month: 2024-12) - open-edge-platform/geti-sdk: Focused bug fix to improve label ID validation in Model Configuration, delivering reliable label processing and a more stable configuration pipeline. The change prevents errors caused by empty label IDs in the results converter before sorting, improving data integrity and end-to-end reliability. Commit reference: 5ccef0d8a9ba8c81f8bda723bc743024ff95cac5.

Activity

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Quality Metrics

Correctness87.0%
Maintainability87.0%
Architecture82.4%
Performance76.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Jupyter NotebookMarkdownPythonYAML

Technical Skills

API DesignAPI DevelopmentBackend DevelopmentBug FixingCI/CDCode MaintenanceComputer VisionConfiguration ManagementData ConversionData ModelingData ProcessingData ScienceDeprecationDeprecation ManagementGitHub Actions

Repositories Contributed To

1 repo

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

open-edge-platform/geti-sdk

Dec 2024 Jul 2025
6 Months active

Languages Used

PythonMarkdownJupyter NotebookYAML

Technical Skills

Backend DevelopmentData ProcessingAPI DesignAPI DevelopmentBug FixingCode Maintenance

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