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MLIR — A Global Optimization and Dataflow Analysis

Jeremy Kun · published 15 November 2023

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https://jeremykun.wordpress.com/2023/11/15/mlir-a-global-optimization-and-dataflow-analysis/

jeremykun.wordpress.com

https://github.com/j2kun/mlir-tutorial

github.com

https://github.com/j2kun/mlir-tutorial/pull/28

github.com

http://heir.dev

heir.dev

MLIR — Defining a New Dialect Read at the source ↗

jeremykun.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/b83f4ace18a2f4aad0ef584dac4aad9d4b6eaecb

github.com

Pass Infrastructure

mlir.llvm.org

https://github.com/google/heir/blob/main/lib/Analysis/SelectVariableNames/SelectVariableNames.cpp

github.com

https://en.wikipedia.org/wiki/Data-flow_analysis

en.wikipedia.org

https://amturing.acm.org/award_winners/allen_1012327.cfm

amturing.acm.org

https://clang.llvm.org/docs/DataFlowAnalysisIntro.html

clang.llvm.org

Passes

mlir.llvm.org

https://en.wikipedia.org/wiki/Semilattice

en.wikipedia.org

Writing DataFlow Analyses in MLIR

mlir.llvm.org

https://discourse.llvm.org/t/rfc-a-dataflow-analysis-framework/63340

discourse.llvm.org

https://github.com/llvm/llvm-project/blob/6726c99f8893c4a7bce00059416cb462237c64a0/mlir/include/mlir/Analysis/DataFlow/IntegerRangeAnalysis.h

github.com

https://github.com/llvm/llvm-project/blob/6726c99f8893c4a7bce00059416cb462237c64a0/mlir/include/mlir/Interfaces/InferIntRangeInterface.td

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/07b090ee34148a5efed76b0c0504e14504a07481

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/2b29d037d9a70d806497fa29703531ffc9333995

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/3875e4e35d97e3762a736cc919954ff802e1279b

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/ca411a0be5f5b63dea8e1587e0ad9b671f1801a3

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/42b94fd5f646bf345d3e4dbafe5f603cb9efdf09

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/69ff39b2d937754364a60429cb08594ec19eea7e

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/2dcee7a9b7935c9362dae861c4276df165e43340

github.com

https://developers.google.com/optimization

developers.google.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/8b42057d67d17edfe922982fdceb8df43a75679c

github.com

Linear Programming and Healthy Diets — Part 1 Read at the source ↗

jeremykun.com

Linear Programming and Healthy Diets — Part 2 Read at the source ↗

jeremykun.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/618d79c9e8e51defd66c40807f40d56fa82fae2e

github.com

https://github.com/j2kun/mlir-tutorial/pull/28/commits/76504e2682a25bafa00dd409aca314e8efd9fb3e

github.com

https://github.com/llvm/llvm-project/pull/72007

github.com