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khazaei

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Khazaei

Over a two-month period, Khazaei focused on enhancing the reliability of the pytorch/executorch repository by addressing critical bugs in C++ back end code. He resolved an uninitialized accumulator issue in the portable batch normalization kernel, ensuring correct output by initializing memory and adding regression tests to guard against future regressions. In addition, Khazaei corrected the output data format for quantized convolution operations in NHWC layout, restoring proper functionality for quantized inference workflows. His work emphasized robust memory management and thorough unit testing, contributing to more deterministic and reliable model training and inference across diverse device environments.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

2Total
Bugs
2
Commits
2
Features
0
Lines of code
61
Activity Months2

Work History

March 2026

1 Commits

Mar 1, 2026

March 2026: PyTorch Executorch - Fixed Quantized Convolution NHWC Output Format to restore correct functionality in the quantized conv2d path. Completed via commit 45a97175fadad7aa660a5666a94a6627445ee86d and merged through PR #18303 (D97172717). This fix improves reliability and correctness of NHWC quantized inference, reducing downstream errors for models relying on NHWC layout.

February 2026

1 Commits

Feb 1, 2026

February 2026 monthly summary for pytorch/executorch focusing on correctness and regression testing of portable batch normalization path. Implemented fix for uninitialized accumulator and added regression test; landed through differential revision D93119990 and PR 17503.

Activity

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Quality Metrics

Correctness100.0%
Maintainability90.0%
Architecture90.0%
Performance90.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++Memory ManagementUnit Testingback end development

Repositories Contributed To

1 repo

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

pytorch/executorch

Feb 2026 Mar 2026
2 Months active

Languages Used

C++

Technical Skills

C++Memory ManagementUnit Testingback end development