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Anand Raja

PROFILE

Anand Raja

Worked on the jax-ml/jax repository to enhance GPU backend capabilities, focusing on concurrent kernel execution and grid dependency control for the Mosaic GPU. Integrated Programmatic Dependency Launch (PDL) primitives using C++ and CUDA, enabling efficient concurrent kernel launches and dependency tracking within a single CUDA stream. Improved error observability for Triton kernel loading by expanding diagnostics and traceability, supporting faster debugging in production. Developed Warp-level grid dependency primitives and implemented lowering rules in Python and MLIR, allowing flexible Warp-based execution for grid-dependent workloads. Added comprehensive tests to validate new features, contributing to improved reliability and extensibility of the Mosaic backend.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
2
Lines of code
374
Activity Months2

Work History

July 2026

1 Commits • 1 Features

Jul 1, 2026

July 2026: Key deliverables focused on Warp-level grid dependency primitives for Mosaic GPU backend within the JAX project. Implemented core changes enabling grid dependency control primitives in Warp-level core maps, added lowering rules for griddepcontrol_wait_p and griddepcontrol_launch_dependents_p, and introduced tests validating lowering and execution in a Warp mesh context. These changes strengthen Mosaic GPU backend support and enable more flexible Warp-based execution for grid-dependent workloads.

June 2026

3 Commits • 1 Features

Jun 1, 2026

June 2026 monthly summary for jax-ml/jax. Key features delivered, major bugs fixed, overall impact and the technologies demonstrated are summarized below with a focus on business value and technical achievement.

Activity

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Quality Metrics

Correctness95.0%
Maintainability80.0%
Architecture90.0%
Performance85.0%
AI Usage55.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Backend DevelopmentC++CUDACompiler DesignDebuggingGPU ProgrammingJAXLLVMMLIRParallel ComputingPython

Repositories Contributed To

1 repo

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

jax-ml/jax

Jun 2026 Jul 2026
2 Months active

Languages Used

Python

Technical Skills

Backend DevelopmentC++CUDADebuggingGPU ProgrammingJAX