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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

75%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
3
Lines of code
897,754
Activity Months3

Your Network

4439 people

Work History

February 2026

1 Commits • 1 Features

Feb 1, 2026

February 2026: Delivered SGLang to 0.5.7 upgrade for microsoft/ltp-sglang with new scripts, tests, dependencies, and refreshed documentation. Expanded test coverage with Zhongxin's numerical tests; updated environment requirements (urllib version, Python version), and improved licensing and security documentation. Fixed lint issues and enhanced codespell configuration to improve code quality and maintainability. This work delivers a smoother upgrade path for customers, reduces risk of regressions, and strengthens release readiness.

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

Correctness82.6%
Maintainability82.6%
Architecture85.0%
Performance70.0%
AI Usage45.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

BenchmarkingData ProcessingDeep Learning FrameworksDependency ManagementDistributed SystemsMachine LearningMemory ManagementModel OptimizationMultimodal AIObject-Oriented ProgrammingParallel ComputingPerformance AnalysisPythonPython DevelopmentSoftware Design

Repositories Contributed To

1 repo

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

microsoft/ltp-sglang

Aug 2025 Feb 2026
3 Months active

Languages Used

PythonC++

Technical Skills

BenchmarkingModel OptimizationObject-Oriented ProgrammingPerformance AnalysisSoftware DesignDeep Learning Frameworks