Name: [MLIR] Enabling Composition of Kernels and Compilers - Jacques Pienaar, Google
Start: 2024-09-18T16:10:00-0700
End: 2024-09-18T16:20:00-0700

September 18-19, 2024
San Francisco, California
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Note: The schedule is subject to change.

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Wednesday September 18, 2024 4:10pm - 4:20pm PDT

Festival Pavilion - Breakout Room B

Hand written kernels and compilers have been part of the toolbox to provide efficient and broad coverage. These approaches have often been positioned as being at odds with one another - and indeed the software solutions either side have sometimes made it such. MLIR, since inception, aimed to enable general, beneficial composition instead. Rather than treating kernels as a black box escape hatch, treat it as a peer in solving the serving needs. This is not magic and requires consideration of how best to combine. In this talk I'll present the approach and effect of this both in IREE and OpenXLA.

Speakers

Jacques Pienaar

SWE, Google

Jacques Pienaar is a lead of the ML Compiler Systems Research team at Google Deepmind. In this role he focuses on accelerating and simplifying machine learning for high-performance model deployment across various architectures. He is one of the founders of MLIR, a founding member... Read More →

Enabling Composition of Kernels and Compilers pdf

Wednesday September 18, 2024 4:10pm - 4:20pm PDT
Festival Pavilion - Breakout Room B

DL Compiler Mini-Summit

PyTorch Conference 2024

Jacques Pienaar

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