EXCEEDS logo
Exceeds
Stefania Hergane

PROFILE

Stefania Hergane

Stefania Hergane contributed to the openvinotoolkit/openvino and opencv/opencv repositories by advancing Neural Processing Unit (NPU) plugin development, focusing on precision support, test reliability, and cross-version compatibility. She engineered new data type integrations such as NF4, FP8, and U2, modernized configuration options, and improved compiler path handling using C++ and XML. Her work included stabilizing CI pipelines, enhancing test automation, and ensuring robust system integration across evolving drivers and toolchains. By addressing both feature expansion and critical bug fixes, Stefania delivered deeper NPU coverage and maintained build stability, demonstrating strong expertise in low-level programming and plugin development.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

23Total
Bugs
9
Commits
23
Features
9
Lines of code
614
Activity Months11

Work History

April 2026

2 Commits • 1 Features

Apr 1, 2026

April 2026 monthly highlights for openvinotoolkit/openvino: Delivered NPU configuration modernization and stabilized Windows NPU tests to improve compatibility and CI reliability. The NPU change replaces deprecated weightless_blob with ov::enable_weightless, with backward compatibility maintained and tests updated; Windows NPU3720 testing was stabilized by disabling a memory allocation test due to an OS driver issue, preventing flaky results until a driver update is merged.

January 2026

3 Commits

Jan 1, 2026

January 2026 monthly summary for openvinotoolkit/openvino focusing on stabilizing NPU-related tests during driver and compiler changes and on improving NPU compiler path resolution. The work delivered reduces test flakiness and enhances NPU integration reliability across configurations, setting a stronger foundation for ongoing driver updates and platform variability.

December 2025

3 Commits • 1 Features

Dec 1, 2025

December 2025 monthly summary focusing on cross-repo improvements in OpenVINO/OpenCV integration and NPU tooling, emphasizing build stability, CI reliability, and cross-version compatibility. Key work spans two repositories (opencv/opencv and openvinotoolkit/openvino) with one core feature and two critical bug fixes that collectively reduce build friction and improve portability across toolchains.

November 2025

4 Commits • 1 Features

Nov 1, 2025

November 2025: Implemented NPU plugin compiler modernization and OpenCV-based CI resilience improvements, delivering a streamlined compilation path, reduced CI failures, and safer tensor data handling across openvino and opencv repos.

October 2025

1 Commits • 1 Features

Oct 1, 2025

October 2025: Focused on enhancing NPU plugin testing for openvino. Extended functional tests to cover sub-byte tensor element types, added new tests, and synchronized testing with precision variations to verify set_tensor behavior across data formats. Updated skip configurations to reflect supported precisions, improving test reliability and coverage.

August 2025

1 Commits

Aug 1, 2025

Concise monthly summary for August 2025 focused on CI reliability and NPU test coverage for the OpenVINO project.

July 2025

2 Commits • 1 Features

Jul 1, 2025

Summary for 2025-07: In the aobolensk/openvino repo, delivered NPU functional test enablement post-driver update and aligned test configuration with the private repository, closing gaps in NPU coverage and improving test reliability. Updated the test skip configuration (npu_skip_func_tests.xml) to reflect current strategy, reducing flaky results and enabling faster validation cycles after driver changes. Result: more robust NPU validation, improved consistency across environments, and clearer traceability via commit references. Technologies demonstrated: test automation, XML config management, cross-repo collaboration, and NPU driver integration tests. Business value: reduces risk of regressions after driver updates and accelerates readiness for releases.

June 2025

1 Commits • 1 Features

Jun 1, 2025

June 2025 monthly summary: Expanded NPU precision capabilities in the OpenVINO NPU plugin by delivering U2 precision support and extending the L0 extension to expose U2 graph argument precision. Tests for the new path were added but are currently skipped pending NPU compiler/driver alignment. This work lays groundwork for broader precision coverage and improved inference accuracy/performance on NPU-enabled workloads.

May 2025

3 Commits • 2 Features

May 1, 2025

May 2025: NPU-focused delivery in the aobolensk/openvino repo, prioritizing FP8 readiness and NPU test reliability. Key outcomes include FP8 precision support added to the NPU plugin and significant improvements to the NPU test suite (bf16 coverage, stability fixes, and cross-platform caching validation). These efforts advance FP8-ready inference, expand test coverage for NPU features, and reduce release risk through more stable tests.

March 2025

1 Commits

Mar 1, 2025

Month: 2025-03 focused on stability and reliability for NPU-backed inference in the aobolensk/openvino repository. No new features were released this month; the team delivered a critical bug fix and compatibility guard that aligns INFERENCE_PRECISION_HINT with available NPU capabilities, reducing runtime errors and improving inference consistency across devices.

February 2025

2 Commits • 1 Features

Feb 1, 2025

February 2025 monthly highlights for aobolensk/openvino. Focused on expanding Neural Processing Unit (NPU) capabilities by delivering NF4 datatype support in the Intel NPU plugin, with corresponding improvements to precision checking and string conversion to recognize NF4. Updated a Level Zero extension submodule to ensure compatibility with the latest hardware interfaces. These changes broaden data-type coverage for NPU operations, improve reliability of precision conversions, and lay groundwork for NF4-enabled workflows and deployments across supported models.

Activity

Loading activity data...

Quality Metrics

Correctness91.8%
Maintainability87.0%
Architecture86.0%
Performance82.6%
AI Usage20.8%

Skills & Technologies

Programming Languages

C++JSONXML

Technical Skills

Build managementC++C++ developmentC++ programmingCI/CDComputer VisionConfiguration ManagementDriver DevelopmentEmbedded SystemsLibrary managementLow-Level ProgrammingNPUNPU DevelopmentNPU developmentOpenCV

Repositories Contributed To

3 repos

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

openvinotoolkit/openvino

Oct 2025 Apr 2026
5 Months active

Languages Used

C++JSONXML

Technical Skills

C++NPUOpenVINOTestingBuild managementC++ development

aobolensk/openvino

Feb 2025 Aug 2025
6 Months active

Languages Used

C++XML

Technical Skills

Embedded SystemsLow-Level ProgrammingPlugin DevelopmentConfiguration ManagementC++Driver Development

opencv/opencv

Nov 2025 Dec 2025
2 Months active

Languages Used

C++

Technical Skills

C++ developmentOpenCVcomputer visionComputer Vision