Uploaded November 2025 | Updated September 2026, 2 weeks ago
2025 US LLVM Developers' Meeting
llvm.org/devmtg/2025-10
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Title: Understanding MLIR Crash Reproducers: Debugging, Application, and Best Practices
Speaker: Artemiy Bulavin
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Slides: llvm.org/devmtg/2025-10/slides/tutorials/bulavin.pdf
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This talk offers a comprehensive guide to the MLIR crash reproducer ecosystem, aimed at developers building and maintaining MLIR-based compilers. We will begin with the fundamentals, demonstrating how to generate and use reproducers with mlir-opt for rapid debugging. We will then cover practical integration strategies, showing how to enable this functionality in a programmatic and user-friendly way via the PassManager, using Triton as an example downstream project. The session will explore best practices for effectively using reproducers, including strategies for minimizing them and the critical distinction between standard and local reproducers for pinpointing the exact point of failure.
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Videos Edited by Bash Films: BashFilms.com
2025 US LLVM Developers' Meeting
llvm.org/devmtg/2025-10
------
Title: Understanding MLIR Crash Reproducers: Debugging, Application, and Best Practices
Speaker: Artemiy Bulavin
------
Slides: llvm.org/devmtg/2025-10/slides/tutorials/bulavin.pdf
-----
This talk offers a comprehensive guide to the MLIR crash reproducer ecosystem, aimed at developers building and maintaining MLIR-based compilers. We will begin with the fundamentals, demonstrating how to generate and use reproducers with mlir-opt for rapid debugging. We will then cover practical integration strategies, showing how to enable this functionality in a programmatic and user-friendly way via the PassManager, using Triton as an example downstream project. The session will explore best practices for effectively using reproducers, including strategies for minimizing them and the critical distinction between standard and local reproducers for pinpointing the exact point of failure.
-----
Videos Edited by Bash Films: BashFilms.com










