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Gokul Tonpe

PROFILE

Gokul Tonpe

Tonpe contributed to the microsoft/Olive repository by developing two core features over a two-month period, focusing on model preprocessing and quantization workflows. In April, Tonpe updated the Google ViT image preprocessing normalization parameters, aligning mean and standard deviation values to improve model accuracy and ensure reproducibility. In July, Tonpe delivered the Olive GPTQ Quantization Pass for QNN, integrating Hugging Face Optimum and ONNX Runtime to enable efficient, configurable quantization and streamlined model export. Working primarily in Python and leveraging skills in computer vision and model quantization, Tonpe’s work demonstrated technical depth and addressed key deployment and interoperability challenges.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
237
Activity Months2

Work History

July 2025

1 Commits • 1 Features

Jul 1, 2025

July 2025 monthly summary for microsoft/Olive. Focused on delivering a quantization feature for QNN integration. Delivered the Olive GPTQ Quantization Pass for QNN with Hugging Face Optimum integration and ONNX Runtime export, enabling configurable quantization settings and optimized kernels. This work supports efficient model quantization, interoperability with QNN, and streamlined deployment via ONNX Runtime. No major bugs fixed this month; activities centered on feature delivery and integration, laying groundwork for improved inference performance and broader adoption.

April 2025

1 Commits • 1 Features

Apr 1, 2025

April 2025 monthly summary for microsoft/Olive focusing on key delivers, impact, and technical proficiency.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance70.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Computer VisionHugging Face OptimumMachine LearningModel QuantizationONNX RuntimeQNN

Repositories Contributed To

1 repo

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

microsoft/Olive

Apr 2025 Jul 2025
2 Months active

Languages Used

Python

Technical Skills

Computer VisionMachine LearningHugging Face OptimumModel QuantizationONNX RuntimeQNN

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