Symposium

Chips and Compilers Symposium

Mu Li, Tianqi Chen

Abstract:

The rapid advance in ML models and ML-specific hardware makes it increasingly challenging to build efficient and scalable learning systems that can take full advantage of modern hardware and runtime environments’ performance capability. We need to make full use of hardware specialization and compilation techniques to provide the best performance for modern machine learning workloads.

This symposium aims to bring together experts from the field of computer architecture and compilers. The list of invited speakers contains experts across the compilation and hardware stack.

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Schedule

Mon 8:30 a.m. - 8:35 a.m.
Opening Remarks   
Mon 8:35 a.m. - 9:25 a.m.
[ Slides

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William Dally
Mon 9:25 a.m. - 9:30 a.m.

Question and Answer for Bill Dally

William Dally
Mon 9:30 a.m. - 9:55 a.m.
PyTorch (Talk) [ Slides
Zachary DeVito
Mon 9:55 a.m. - 10:00 a.m.
Q&A for Zachary DeVito (Q&A)
Zachary DeVito
Mon 10:00 a.m. - 10:30 a.m.
Break
Mon 11:00 a.m. - 11:25 a.m.
TPU (Talk)
Cliff Young
Mon 11:25 a.m. - 11:30 a.m.

Question and Answer for Cliff Young

Cliff Young
Mon 11:30 a.m. - 11:55 a.m.

Coming soon...

Jacques Pienaar
Mon 11:55 a.m. - 12:00 p.m.
Q&A 4 Jacques Pienaar (Q&A)
Jacques Pienaar
Mon 1:00 p.m. - 1:35 p.m.

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Saman Amarasinghe
Mon 1:35 p.m. - 1:40 p.m.
Q&A for Saman Amarasinghe (Q&A)
Saman Amarasinghe
Mon 1:40 p.m. - 2:05 p.m.
[ Slides

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Mike Urbach
Mon 2:05 p.m. - 2:10 p.m.
Q&A for Mike Urbach (Q&A)
Mike Urbach
Mon 2:10 p.m. - 2:30 p.m.
Break
Mon 2:30 p.m. - 2:55 p.m.

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Tianqi Chen
Mon 2:55 p.m. - 3:00 p.m.
Q&A for Tianqi Chen (Q&A)
Tianqi Chen
Mon 3:00 p.m. - 3:25 p.m.
[ Slides   

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Tomas Edso
Mon 3:25 p.m. - 3:30 p.m.

Question and answer for Tomas Edso

Tomas Edso
Mon 3:30 p.m. - 4:30 p.m.

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Luis Ceze, Cliff Young, Chris Lattner
Mon 4:30 p.m. - 4:55 p.m.
AI Compiler @Alibaba (Talk)
Xiaoyong Liu
Mon 4:55 p.m. - 5:00 p.m.
Q&A Liu (Q&A)