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bopeng1234

PROFILE

Bopeng1234

Bo Peng enhanced quantized large language model (LLM) compatibility for NPU hardware in the openvinotoolkit/nncf repository. He updated the ONNX opset to version 21 and replaced the MatMulNBits operation with DequantizeLinear, addressing NPU compiler requirements and enabling quantized LLM models to execute efficiently on specialized hardware. This work involved Python development and a deep understanding of ONNX model optimization and NPU architecture. By focusing on LLM compression and model optimization, Bo Peng’s contribution unlocked new deployment options for quantized models, though the scope was limited to a single feature delivered over one month without additional bug fixes.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
22
Activity Months1

Work History

July 2025

1 Commits • 1 Features

Jul 1, 2025

July 2025 monthly summary for openvinotoolkit/nncf focusing on deliverables, impact, and technical achievements. Implemented ONNX NPU LLM quantized model compatibility enhancement by updating ONNX opset to 21 and replacing MatMulNBits with DequantizeLinear to improve NPU compiler support, enabling the quantized LLM model to run effectively on NPU hardware.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

LLM CompressionModel OptimizationNPUONNX

Repositories Contributed To

1 repo

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

openvinotoolkit/nncf

Jul 2025 Jul 2025
1 Month active

Languages Used

MarkdownPython

Technical Skills

LLM CompressionModel OptimizationNPUONNX

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