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Quanfeng Li

PROFILE

Quanfeng Li

Liquan Feng focused on stabilizing distributed deep learning workflows by addressing critical bugs in two major repositories. In kaiyux/TensorRT-LLM, he improved the WeightOnlyQuantRowLinear module by adding missing expert-mode logic, ensuring robust handling of distributed tensor processing during quantized inference. Later, in JustinTong0323/sglang, he resolved argument-passing issues in the fused MoE Triton benchmark, eliminating runtime errors and enabling reliable benchmarking. His work relied on Python and deep learning frameworks, with an emphasis on model quantization, benchmarking, and performance optimization. Across both projects, Liquan delivered targeted, high-impact fixes that improved reliability and maintainability in complex distributed systems.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

2Total
Bugs
2
Commits
2
Features
0
Lines of code
40
Activity Months2

Work History

June 2025

1 Commits

Jun 1, 2025

June 2025 monthly summary for JustinTong0323/sglang focused on stabilizing MoE benchmarking by correcting the passing of the use_per_token_if_dynamic argument in the fused MoE Triton benchmark and related testing scripts. The fix resolved runtime errors and incorrect behavior, enabling reliable and accurate benchmark results and smoother downstream usage.

March 2025

1 Commits

Mar 1, 2025

March 2025 was focused on stabilizing the TensorRT-LLM integration in kaiyux/TensorRT-LLM by addressing a critical bug in the WeightOnlyQuantRowLinear module. The work improves reliability in distributed tensor processing and reduces the risk of runtime errors in expert-mode routing during inference.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture70.0%
Performance60.0%
AI Usage30.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

BenchmarkingDeep LearningDistributed SystemsModel QuantizationPerformance OptimizationTesting

Repositories Contributed To

2 repos

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

kaiyux/TensorRT-LLM

Mar 2025 Mar 2025
1 Month active

Languages Used

Python

Technical Skills

Deep LearningDistributed SystemsModel Quantization

JustinTong0323/sglang

Jun 2025 Jun 2025
1 Month active

Languages Used

Python

Technical Skills

BenchmarkingPerformance OptimizationTesting

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