Program Analysis in Relay Gus Smith December 5th, 2019 - PowerPoint PPT Presentation

Jan 31, 2024 •104 likes •401 views

Program Analysis in Relay Gus Smith December 5th, 2019 Theres no Relay-sanctioned way to build program analyses! This leads to problems: This leads to problems: Duplication of effort This leads to

Program Analysis in Relay Gus Smith December 5th, 2019
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There’s no Relay-sanctioned way to build program analyses!
This leads to problems:
This leads to problems: • Duplication of effort
This leads to problems: • Duplication of effort • High barrier to entry for new developers
This leads to problems: • Duplication of effort • High barrier to entry for new developers • Less readability and maintainability
Needs documentation!
Needs documentation! Needs a standard data interchange format!
Needs documentation! Needs a standard data interchange format! …and needs to be discoverable/accessible!
What do we want in an analysis framework?
What do we want in an analysis framework? • Supports many types of program analyses
What do we want in an analysis framework? • Supports many types of program analyses • Quick to write new analyses
What do we want in an analysis framework? • Supports many types of program analyses • Quick to write new analyses • Promotes composing analyses together
… https://github.com/microsoft/Analysis-Framework-for-TVM
https://github.com/gussmith23/tvm/blob/analysis-framework-demo/demo.ipynb
Moving forward https://github.com/apache/incubator-tvm/issues/4449

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