EXCEEDS logo
Exceeds
d-hwang

PROFILE

D-hwang

Worked on the NationalSecurityAgency/datawave repository, delivering a new annotation system that manages metadata with timestamp and visibility transformers, supporting serialization and deserialization for integration with Accumulo storage. This feature improved data provenance and auditability by enabling end-to-end tracking of annotations and their sources, and laid the foundation for metadata-driven access control. Additionally, addressed a critical caching issue by refining the Query Model cache key to include evaluation-only fields, ensuring correct model retrieval and enhancing reliability. The work demonstrated depth in backend development, data management, and caching, utilizing Java and Protobuf to improve both feature robustness and system correctness.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
1
Lines of code
36,582
Activity Months2

Work History

December 2025

1 Commits • 1 Features

Dec 1, 2025

December 2025 — NationalSecurityAgency/datawave: Delivered a new Datawave Annotation System with Timestamp/Visibility Transformers and Serialization, enabling robust metadata management and tighter integration with Accumulo storage. The work includes end-to-end serialization/deserialization of annotations and their sources, improving provenance and governance, and was aligned with mainline via a rebase to Version7.29 (#3306).

March 2025

1 Commits

Mar 1, 2025

In March 2025, addressed a critical correctness issue in the datawave query caching mechanism by refining the Query Model cache key to include evaluationOnlyFields, ensuring distinct cache entries for different evaluation-only field sets and preventing incorrect model retrieval. No new features shipped this month; the fix improves reliability and accuracy of query results and reduces cache-related bugs in production.

Activity

Loading activity data...

Quality Metrics

Correctness90.0%
Maintainability90.0%
Architecture90.0%
Performance90.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Java

Technical Skills

Annotation SystemsBackend DevelopmentCachingData ManagementJavaProtobuf

Repositories Contributed To

1 repo

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

NationalSecurityAgency/datawave

Mar 2025 Dec 2025
2 Months active

Languages Used

Java

Technical Skills

Backend DevelopmentCachingJavaAnnotation SystemsData ManagementProtobuf