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Bana

PROFILE

Bana

Worked on expanding operator support and improving reliability in the apache/tvm repository, focusing on the TFLite and Relax frontends. Developed and tested features such as NON_MAX_SUPPRESSION_V5, SCATTER_ND, and ConcatFromSequence with new_axis handling, addressing model compatibility and reducing runtime errors for computer vision and machine learning workflows. Enhanced test coverage for reductions and operator semantics, using Python and YAML to ensure robust conversion and reproducibility. Updated documentation to stabilize CI and fixed broken links in Zephyr’s Devicetree bindings. The work emphasized thorough testing, code quality, and documentation, supporting broader model support and more stable production deployments.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

10Total
Bugs
2
Commits
10
Features
4
Lines of code
737
Activity Months2

Your Network

664 people

Work History

May 2026

4 Commits • 1 Features

May 1, 2026

Month: 2026-05. This period focused on expanding Relax TFLite frontend operator coverage and stabilizing repository documentation, delivering tangible business value by enabling broader model support, increasing conversion reliability, and improving developer experience.

April 2026

6 Commits • 3 Features

Apr 1, 2026

April 2026 monthly summary: Delivered key features and reliability improvements across TFLite frontends and ONNX integration in TVM/Relax, expanded test coverage to reduce regressions, and strengthened documentation to stabilize CI. The work improved model compatibility, reduced runtime errors in production deployments, and demonstrated solid software-engineering practices across testing, instrumentation, and code quality.

Activity

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Quality Metrics

Correctness96.0%
Maintainability92.0%
Architecture92.0%
Performance92.0%
AI Usage28.0%

Skills & Technologies

Programming Languages

PythonYAMLreStructuredText

Technical Skills

Computer VisionData ProcessingDeep LearningFrontend DevelopmentMachine LearningPythonTFLiteTOPITensorFlowTestingdevicetreedocumentationfrontend developmenttestingunit testing

Repositories Contributed To

2 repos

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

apache/tvm

Apr 2026 May 2026
2 Months active

Languages Used

PythonreStructuredText

Technical Skills

Computer VisionData ProcessingMachine LearningPythonTFLiteTensorFlow

Zephyr4Microchip/zephyr

May 2026 May 2026
1 Month active

Languages Used

YAML

Technical Skills

devicetreedocumentationyaml