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Jiamin-MS

PROFILE

Jiamin-ms

Jiamin Li developed a benchmarking framework for model metrics in the microsoft/ltp-sglang repository, enabling detailed measurement of parameters, FLOPs, and memory accesses across diverse model architectures. Using Python and C++, Jiamin designed a base Counter class and a registry system to support extensible performance analysis and future metric types. In addition, Jiamin upgraded the SGLang library, refactored test utilities for maintainability, and expanded multimodal test coverage to models like Qwen2.5-VL and Gemma3. Addressing distributed systems challenges, Jiamin resolved a memory safety issue in data parallelism, demonstrating depth in memory management, dependency handling, and deep learning frameworks.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

3Total
Bugs
1
Commits
3
Features
2
Lines of code
185,286
Activity Months2

Work History

September 2025

2 Commits • 1 Features

Sep 1, 2025

September 2025 monthly summary for microsoft/ltp-sglang focusing on key accomplishments and impact in features delivery and bug fixes.

August 2025

1 Commits • 1 Features

Aug 1, 2025

In August 2025, delivered a new benchmarking framework for model metrics in microsoft/ltp-sglang, enabling measurement of core model stats across diverse architectures. The framework provides a base Counter class and a registry to manage metric counters, supporting extensible performance analysis and data-driven optimization.

Activity

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Quality Metrics

Correctness83.4%
Maintainability83.4%
Architecture86.6%
Performance66.6%
AI Usage40.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

BenchmarkingDeep Learning FrameworksDependency ManagementDistributed SystemsMemory ManagementModel OptimizationMultimodal AIObject-Oriented ProgrammingParallel ComputingPerformance AnalysisPython DevelopmentSoftware DesignTesting

Repositories Contributed To

1 repo

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

microsoft/ltp-sglang

Aug 2025 Sep 2025
2 Months active

Languages Used

PythonC++

Technical Skills

BenchmarkingModel OptimizationObject-Oriented ProgrammingPerformance AnalysisSoftware DesignDeep Learning Frameworks

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