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Alberto Cabrera Pérez

PROFILE

Alberto Cabrera Pérez

Alberto Cabrera developed 3D tensor support for matrix multiplication in the ggml-org/llama.cpp and ggml-org/ggml repositories, enabling more complex tensor operations on CPU backends. He implemented robust data integrity checks and strict bounds assertions using C++ to prevent out-of-bounds access and ensure reliable data handling. By addressing performance regressions related to chunking in 3D tensor paths, Alberto stabilized workloads for models like Qwen and Llama. His work included optimizing algorithms, cleaning up code for maintainability, and enforcing formatting standards. These enhancements improved cross-repository consistency, allowing downstream projects to adopt uniform 3D tensor operations with greater reliability and efficiency.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

4Total
Bugs
0
Commits
4
Features
2
Lines of code
538
Activity Months1

Work History

November 2025

4 Commits • 2 Features

Nov 1, 2025

November 2025 performance summary for CPU-based tensor math: Delivered 3D tensor support for matrix multiplication across llama.cpp and ggml with robust data integrity checks, performance improvements, and cross-repo consistency. Achievements include implementing 3D repack mat_mul paths, adding strict bounds checks, addressing chunking-induced regressions, and cleaning up code for maintainability. Business impact includes enabling more complex model workloads on CPU backends with higher reliability and performance.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage35.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++C++ developmentC++ programmingalgorithm optimizationdata structure handlingmatrix operationsperformance tuningtensor manipulationtensor operations

Repositories Contributed To

2 repos

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

ggml-org/llama.cpp

Nov 2025 Nov 2025
1 Month active

Languages Used

C++

Technical Skills

C++C++ developmentalgorithm optimizationdata structure handlingperformance tuningtensor operations

ggml-org/ggml

Nov 2025 Nov 2025
1 Month active

Languages Used

C++

Technical Skills

C++ developmentC++ programmingalgorithm optimizationmatrix operationsperformance tuningtensor manipulation