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Juliana Franco

PROFILE

Juliana Franco

Over four months, contributed to compiler infrastructure in C++ across the ROCm/xla and google/xls repositories, focusing on IR optimization and MLIR integration. Developed an IFRT pipeline optimization for ROCm/xla that merges redundant reshards, streamlining distributed computation graphs and improving sharding efficiency. In google/xls, enhanced MLIR dialect support by correcting xls.schan operation printing and expanding XLS-to-MLIR translation to include floating-point operations through new data files. Delivered an automated Eproc module cleanup transformation, reducing manual maintenance and ensuring predictable builds. Demonstrated expertise in compiler development, MLIR, and data handling, with a focus on maintainability and correctness in high-performance computing environments.

Overall Statistics

Feature vs Bugs

75%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
3
Lines of code
233
Activity Months4

Work History

December 2025

1 Commits • 1 Features

Dec 1, 2025

Month: 2025-12 — This month focused on delivering automated module cleanup to improve reliability and reduce manual maintenance in google/xls. A new Eproc Module Cleanup Transformation was implemented to simplify module topology and prevent configuration drift in environments with multiple eprocs. The work emphasizes business value through fewer manual interventions, more predictable builds, and improved maintainability of the Eproc pipeline.

November 2025

1 Commits • 1 Features

Nov 1, 2025

November 2025 (2025-11) monthly summary for google/xls: Implemented Floating-Point Operations support for XLS to MLIR translation by introducing FP operation data files into the xls_translate_lib, expanding translation coverage and backend readiness for MLIR pipelines.

June 2025

1 Commits

Jun 1, 2025

June 2025: Focused on stabilizing MLIR dialect printing for google/xls. Delivered a patch to fix incorrect printing of xls.schan operations by removing a spurious closing parenthesis. The change ensures IR outputs are correct and consistent, reducing downstream tooling confusion and improving maintainability of the MLIR-based xls dialect. Demonstrated attention to detail in IR formatting and collaboration with MLIR tooling cues.

January 2025

1 Commits • 1 Features

Jan 1, 2025

Monthly summary for 2025-01 focused on ROCm/xla updates. Key feature delivered: IFRT Pipeline Optimization pass to merge consecutive reshards with the same source and destination, reducing redundancy and simplifying the computation graph. The optimization is active when sharding is not propagated, improving the efficiency of sharding specifications. Associated commit: 03260eb1b76d0d41c67ff98d4f1c3bd5af9dbadc. Overall impact: reduces reshaping overhead in sharded workloads and simplifies IR, contributing to faster distributed execution and lower resource usage.

Activity

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Quality Metrics

Correctness95.0%
Maintainability90.0%
Architecture95.0%
Performance90.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++Compiler DesignCompiler DevelopmentHigh-Performance ComputingIntermediate Representation (IR) OptimizationMLIRdata handlinglibrary development

Repositories Contributed To

2 repos

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

google/xls

Jun 2025 Dec 2025
3 Months active

Languages Used

C++

Technical Skills

Compiler DevelopmentMLIRC++data handlinglibrary developmentCompiler Design

ROCm/xla

Jan 2025 Jan 2025
1 Month active

Languages Used

C++

Technical Skills

Compiler DevelopmentHigh-Performance ComputingIntermediate Representation (IR) Optimization