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Bernard-Liu

PROFILE

Bernard-liu

Worked on expanding FP8 quantization test coverage for RMS normalization fused operations within the ROCm/aiter repository. Focused on updating the test framework to accept FP8 data types and validate that the fused RMS normalization path produces correct results at FP8 precision. Leveraged C++ and Python to implement and enhance tests, ensuring robust verification of quantized inference workflows. Applied skills in CUDA, PyTorch, and performance optimization to reduce deployment risk and improve confidence in FP8 support. The work strengthened test coverage for a critical fused-ops path, contributing to more reliable and maintainable quantization features in the ROCm/aiter codebase.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
186
Activity Months1

Your Network

1856 people

Same Organization

@amd.com
1638

Shared Repositories

218

Work History

August 2025

1 Commits • 1 Features

Aug 1, 2025

Month: 2025-08 — Focused on expanding FP8 quantization test coverage for RMS normalization fused operations in ROCm/aiter. Delivered FP8 support validation by updating tests to accept FP8 data types and ensuring the fused RMS normalization path produces correct results with FP8 precision. Core changes are anchored by commit a60d25a9f06471cd9d62f29a70c14813943e9661 (add fp8 test for rms_fuse_quant (#715)). Impact includes reduced risk for FP8 deployments, improved confidence in FP8 inference, and stronger test coverage for a critical fused-ops path. Technologies/skills demonstrated include FP8 quantization, RMS normalization, fused-ops testing, test framework enhancements, and repository ROCm/aiter."

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

CUDAPerformance OptimizationPyTorchQuantizationTesting

Repositories Contributed To

1 repo

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

ROCm/aiter

Aug 2025 Aug 2025
1 Month active

Languages Used

C++Python

Technical Skills

CUDAPerformance OptimizationPyTorchQuantizationTesting