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ynankani-nv

PROFILE

Ynankani-nv

Worked on the hpcaitech/TensorRT-Model-Optimizer repository to extend its optimization pipeline with a mixed-precision quantization feature, enabling configurable accuracy and performance trade-offs for deployment in resource-constrained environments. Developed support for INT4 and INT8 quantization strategies, allowing users to specify 8-bit layers through new command-line options. Enhanced the underlying quantization logic by introducing precision mapping and scaling adjustments, which improved inference throughput while maintaining model accuracy. All deliverables were completed and validated with tests, and no major bugs were reported during the period. The work leveraged Python, data processing, and machine learning skills to expand deployment options and business value.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
865
Activity Months1

Work History

September 2025

1 Commits • 1 Features

Sep 1, 2025

September 2025 monthly summary for hpcaitech/TensorRT-Model-Optimizer. Focused on extending the optimization pipeline with mixed-precision quantization, delivering configurable accuracy/performance improvements and enabling deployment in resource-constrained environments. No major bugs raised this month; all deliverables completed with validated tests.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage80.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Pythondata processingmachine learningquantization

Repositories Contributed To

1 repo

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

hpcaitech/TensorRT-Model-Optimizer

Sep 2025 Sep 2025
1 Month active

Languages Used

Python

Technical Skills

Pythondata processingmachine learningquantization