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Sanket Pandit

PROFILE

Sanket Pandit

Over three months, contributed to compiler infrastructure across multiple repositories, focusing on numerical operator support and GPU backend optimization. In iree-org/wave, implemented the hyperbolic sine (sinh) operation, adding definitions, code generation tests, and handler logic to expand the language’s numerical capabilities. For triton-lang/triton, developed AMD-specific optimizations by decomposing uniform buffer offsets and integrating new dataflow analysis components using C++ and MLIR, resulting in measurable kernel performance improvements. In intel/intel-xpu-backend-for-triton, addressed safety and reliability issues in AMD buffering and uniformity analysis, reducing crash risk and data-read errors through targeted bug fixes and robust test coverage.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
2
Lines of code
1,482
Activity Months3

Work History

June 2026

2 Commits

Jun 1, 2026

Month 2026-06: Focused on stabilizing and hardening the AMD path in the Intel xPU backend for Triton. Delivered safety improvements in buffering and uniformity analysis, reducing crash risk and data-read errors on AMDHW while maintaining correctness across masked and unmasked paths. Built robust guards around split-soffset lowering and detached blocks, and validated changes with targeted tests on gfx942.

May 2026

1 Commits • 1 Features

May 1, 2026

May 2026 monthly summary: Delivered AMD-specific optimization for Triton's lowering by decomposing uniform buffer offsets and routing the uniform components through the soffset SGPR slot during LLVM lowering. Implemented new dataflow analysis components (UniformityAnalysis, OffsetUniformitySplit), integrated into BufferOpsEmitter, LoadStoreOpToLLVM, and TritonGPUToLLVM, and added 12 lit tests covering uniform/divergent and edge cases. No critical bugs reported; feature-focused month with high test coverage and measurable kernel impact.

July 2025

1 Commits • 1 Features

Jul 1, 2025

July 2025 – iree-org/wave: Delivered the Hyperbolic sine (sinh) operation to Wave, expanding numerical capabilities and enabling correct processing and compilation. Implemented definitions, codegen tests, operator definitions, and handler implementations to ensure end-to-end support. The work was tracked and delivered in commit c9c35291efb6505bf4e9287d283884fc0a89fee5 ([Wave] Add sinh op (#112)). No major bugs reported or fixed this month for this repo.

Activity

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Quality Metrics

Correctness100.0%
Maintainability85.0%
Architecture90.0%
Performance85.0%
AI Usage30.0%

Skills & Technologies

Programming Languages

C++MLIRPython

Technical Skills

C++Compiler DesignCompiler DevelopmentDataflow AnalysisGPU ProgrammingLLVMMLIROperator ImplementationPerformance OptimizationTesting

Repositories Contributed To

3 repos

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

intel/intel-xpu-backend-for-triton

Jun 2026 Jun 2026
1 Month active

Languages Used

C++MLIR

Technical Skills

C++Compiler DesignCompiler DevelopmentGPU ProgrammingLLVMPerformance Optimization

iree-org/wave

Jul 2025 Jul 2025
1 Month active

Languages Used

Python

Technical Skills

Compiler DevelopmentOperator ImplementationTesting

triton-lang/triton

May 2026 May 2026
1 Month active

Languages Used

C++Python

Technical Skills

Compiler DesignDataflow AnalysisGPU ProgrammingMLIR