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<!doctype html><html lang=en-us><head><meta charset=utf-8><meta http-equiv=x-ua-compatible content="IE=edge"><meta name=viewport content="width=device-width,initial-scale=1,maximum-scale=1,user-scalable=no"><title>Code Documentation - MLIR</title><meta name=description content="Multi-Level IR Compiler Framework"><meta name=generator content="Hugo 0.64.1"><link href=https://mlir.llvm.org/index.xml rel=alternate type=application/rss+xml><link rel=canonical href=https://mlir.llvm.org/docs/><link rel=stylesheet href=https://mlir.llvm.org/css/theme.css><script src=https://use.fontawesome.com/releases/v5.0.6/js/all.js></script><link rel=stylesheet href=https://mlir.llvm.org/css/chroma.min.css><script src=https://cdn.jsdelivr.net/npm/jquery@3.3.1/dist/jquery.min.js></script><script src=https://cdn.jsdelivr.net/npm/jquery.easing@1.4.1/jquery.easing.min.js></script><script src=https://mlir.llvm.org/js/bundle.js></script><style>:root{}</style></head><body><div class=container><header><h1><div><img src=https://mlir.llvm.org//mlir-logo.png width=40px align=absmiddle>
MLIR</div></h1><p class=description>Multi-Level IR Compiler Framework</p></header><div class=global-menu><nav><ul><li class=parent><a href>Community<i class="fas fa-angle-right"></i></a><ul class=sub-menu><li class=child><a href=https://llvm.discourse.group/c/llvm-project/mlir>Forums</a></li><li class=child><a href=https://discord.gg/xS7Z362>Chat</a></li></ul></li><li><a href=/getting_started/Faq/>FAQ</a></li><li class=parent><a href=https://github.com/llvm/llvm-project/tree/master/mlir>Source<i class="fas fa-angle-right"></i></a><ul class=sub-menu><li class=child><a href=doxygen/>Doxygen</a></li><li class=child><a href=https://github.com/llvm/llvm-project/tree/master/mlir>GitHub</a></li></ul></li><li><a href="https://bugs.llvm.org/buglist.cgi?bug_status=__open__&list_id=177877&order=changeddate%20DESC%2Cpriority%2Cbug_severity&product=MLIR&query_format=specific">Bugs</a></li></ul></nav></div><div class=content-container><main><h1>Code Documentation</h1><div class=edit-meta><br></div><nav class=pagination><a class="nav nav-prev" href=/getting_started/TestingGuide/ title="Testing Guide"><i class="fas fa-arrow-left" aria-hidden=true></i>Prev - Testing Guide</a>
<a class="nav nav-next" href=/docs/Dialects/ title=Dialects>Next - Dialects <i class="fas fa-arrow-right" aria-hidden=true></i></a></nav><footer><p class=powered>Powered by <a href=https://gohugo.io>Hugo</a>. Theme by <a href=https://themes.gohugo.io/hugo-theme-techdoc/>TechDoc</a>. 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closed">+</span></a><ul class=sub-menu><li><a href=/docs/Dialects/Affine/>Affine Dialect</a></li><li><a href=/docs/Dialects/AffineOps/>Dialect 'affine' definition</a></li><li><a href=/docs/Dialects/FxpMathOps/>Dialect 'fxpmath' definition</a></li><li><a href=/docs/Dialects/GPUOps/>Dialect 'gpu' definition</a></li><li><a href=/docs/Dialects/LinalgDoc/>Dialect 'linalg' definition</a></li><li><a href=/docs/Dialects/LoopOps/>Dialect 'loop' definition</a></li><li><a href=/docs/Dialects/NVVMOps/>Dialect 'nvvm' definition</a></li><li><a href=/docs/Dialects/OpenMPOps/>Dialect 'omp' definition</a></li><li><a href=/docs/Dialects/QuantOps/>Dialect 'quant' definition</a></li><li><a href=/docs/Dialects/ROCDLOps/>Dialect 'rocdl' definition</a></li><li><a href=/docs/Dialects/ShapeOps/>Dialect 'shape' definition</a></li><li><a href=/docs/Dialects/SPIRVOps/>Dialect 'spv' definition</a></li><li><a href=/docs/Dialects/VectorOps/>Dialect 'vector' definition</a></li><li><a href=/docs/Dialects/GPU/>GPU Dialect</a></li><li><a href=/docs/Dialects/Linalg/>Linalg Dialect</a></li><li><a href=/docs/Dialects/LLVM/>LLVM IR Dialect</a></li><li><a href=/docs/Dialects/SPIR-V/>SPIR-V Dialect</a></li><li><a href=/docs/Dialects/Standard/>Standard Dialect</a></li><li><a href=/docs/Dialects/Vector/>Vector Dialect</a></li></ul></li><li class=has-sub-menu><a href=/docs/Tutorials/Toy/>Toy<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=/docs/Tutorials/Toy/Ch-1/>Chapter 1: Toy Tutorial Introduction</a></li><li><a href=/docs/Tutorials/Toy/Ch-2/>Chapter 2: Emitting Basic MLIR</a></li><li><a href=/docs/Tutorials/Toy/Ch-3/>Chapter 3: High-level Language-Specific Analysis and Transformation</a></li><li><a href=/docs/Tutorials/Toy/Ch-4/>Chapter 4: Enabling Generic Transformation with Interfaces</a></li><li><a href=/docs/Tutorials/Toy/Ch-5/>Chapter 5: Partial Lowering to Lower-Level Dialects for Optimization</a></li><li><a href=/docs/Tutorials/Toy/Ch-6/>Chapter 6: Lowering to LLVM and CodeGeneration</a></li><li><a href=/docs/Tutorials/Toy/Ch-7/>Chapter 7: Adding a Composite Type to Toy</a></li></ul></li><li><a href=/docs/EDSC/>Background: declarative builders API</a></li><li><a href=/docs/ConversionToLLVMDialect/>Conversion to the LLVM Dialect</a></li><li><a href=/docs/DialectConversion/>Dialect Conversion</a></li><li><a href=/docs/Diagnostics/>Introduction and Usage Guide to MLIR's Diagnostics Infrastructure</a></li><li><a href=/docs/Interfaces/>Introduction to MLIR Interfaces</a></li><li><a href=/docs/Traits/>Introduction to MLIR Operation Traits</a></li><li><a href=/docs/RationaleLinalgDialect/>Linalg Dialect Rationale: The Case For Compiler-Friendly Custom Operations</a></li><li><a href=/docs/GenericDAGRewriter/>MLIR Generic DAG Rewriter Infrastructure</a></li><li><a href=/docs/Passes/>MLIR Passes</a></li><li><a href=/docs/Quantization/>MLIR Quantization</a></li><li><a href=/docs/Rationale/>MLIR Rationale</a></li><li><a href=/docs/LangRef/>MLIR Specification</a></li><li><a href=/docs/MLIRForGraphAlgorithms/>MLIR: Incremental Application to Graph Algorithms in ML Frameworks</a></li><li><a href=/docs/RationaleSimplifiedPolyhedralForm/>MLIR: The case for a simplified polyhedral form</a></li><li><a href=/docs/Canonicalization/>Operation Canonicalization in MLIR</a></li><li><a href=/docs/QuickstartRewrites/>Quickstart tutorial to adding MLIR graph rewrite</a></li><li><a href=/docs/DefiningAttributesAndTypes/>Quickstart tutorial to defining custom dialect attributes and types</a></li><li><a href=/docs/ShapeInference/>Shape inference</a></li><li><a href=/docs/SymbolsAndSymbolTables/>Symbols and Symbol Tables</a></li><li><a href=/docs/DeclarativeRewrites/>Table-driven Declarative Rewrite Rule (DRR)</a></li><li><a href=/docs/OpDefinitions/>Table-driven Operation Definition Specification (ODS)</a></li><li><a href=/docs/UsageOfConst/>Usage of 'Const' in MLIR, for core IR types</a></li><li><a href=/docs/WritingAPass/>Writing a Pass</a></li></ul></li></ul></nav><div class=sidebar-footer></div></div></div><a href=# id=backtothetop-fixed class=backtothetop data-backtothetop-duration=600 data-backtothetop-easing=easeOutQuart data-backtothetop-fixed-fadein=1000 data-backtothetop-fixed-fadeout=1000 data-backtothetop-fixed-bottom=10 data-backtothetop-fixed-right=20><span class="fa-layers fa-fw"><i class="fas fa-circle"></i><i class="fas fa-arrow-circle-up"></i></span></a></div></body></html>
<a class="nav nav-next" href=/docs/Dialects/ title=Dialects>Next - Dialects <i class="fas fa-arrow-right" aria-hidden=true></i></a></nav><footer><p class=powered>Powered by <a href=https://gohugo.io>Hugo</a>. Theme by <a href=https://themes.gohugo.io/hugo-theme-techdoc/>TechDoc</a>. Designed by <a href=https://github.com/thingsym/hugo-theme-techdoc>Thingsym</a>.</p></footer></main><div class=sidebar><nav class=slide-menu><ul><li><a href=https://mlir.llvm.org/>Home</a></li><li><a href=/talks/>Talks and Related Publications</a></li><li><a href=/users/>Users of MLIR</a></li><li class=has-sub-menu><a href=/getting_started/>Getting Started<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=/getting_started/Faq/>FAQ</a></li><li><a href=/getting_started/Contributing/>How to Contribute</a></li><li><a href=/getting_started/DeveloperGuide/>Developer Guide</a></li><li><a href=/getting_started/openprojects/>Open Projects</a></li><li><a href=/getting_started/Glossary/>Glossary</a></li><li><a href=/getting_started/TestingGuide/>Testing Guide</a></li></ul></li><li class="parent active has-sub-menu"><a href=/docs/>Code Documentation<span class="mark opened">-</span></a><ul class=sub-menu><li class=has-sub-menu><a href=/docs/Dialects/>Dialects<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=/docs/Tutorials/Toy/Ch-1/>Chapter 1: Toy Tutorial Introduction</a></li><li><a href=/docs/Tutorials/Toy/Ch-2/>Chapter 2: Emitting Basic MLIR</a></li><li><a href=/docs/Tutorials/Toy/Ch-3/>Chapter 3: High-level Language-Specific Analysis and Transformation</a></li><li><a href=/docs/Tutorials/Toy/Ch-4/>Chapter 4: Enabling Generic Transformation with Interfaces</a></li><li><a href=/docs/Tutorials/Toy/Ch-5/>Chapter 5: Partial Lowering to Lower-Level Dialects for Optimization</a></li><li><a href=/docs/Tutorials/Toy/Ch-6/>Chapter 6: Lowering to LLVM and CodeGeneration</a></li><li><a href=/docs/Tutorials/Toy/Ch-7/>Chapter 7: Adding a Composite Type to Toy</a></li></ul></li><li class=has-sub-menu><a href=/docs/Tutorials/Toy/>Toy<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=/docs/Tutorials/Toy/Ch-1/>Chapter 1: Toy Tutorial Introduction</a></li><li><a href=/docs/Tutorials/Toy/Ch-2/>Chapter 2: Emitting Basic MLIR</a></li><li><a href=/docs/Tutorials/Toy/Ch-3/>Chapter 3: High-level Language-Specific Analysis and Transformation</a></li><li><a href=/docs/Tutorials/Toy/Ch-4/>Chapter 4: Enabling Generic Transformation with Interfaces</a></li><li><a href=/docs/Tutorials/Toy/Ch-5/>Chapter 5: Partial Lowering to Lower-Level Dialects for Optimization</a></li><li><a href=/docs/Tutorials/Toy/Ch-6/>Chapter 6: Lowering to LLVM and CodeGeneration</a></li><li><a href=/docs/Tutorials/Toy/Ch-7/>Chapter 7: Adding a Composite Type to Toy</a></li></ul></li><li><a href=/docs/EDSC/>Background: declarative builders API</a></li><li><a href=/docs/ConversionToLLVMDialect/>Conversion to the LLVM Dialect</a></li><li><a href=/docs/DialectConversion/>Dialect Conversion</a></li><li><a href=/docs/Diagnostics/>Introduction and Usage Guide to MLIR's Diagnostics Infrastructure</a></li><li><a href=/docs/Interfaces/>Introduction to MLIR Interfaces</a></li><li><a href=/docs/Traits/>Introduction to MLIR Operation Traits</a></li><li><a href=/docs/RationaleLinalgDialect/>Linalg Dialect Rationale: The Case For Compiler-Friendly Custom Operations</a></li><li><a href=/docs/GenericDAGRewriter/>MLIR Generic DAG Rewriter Infrastructure</a></li><li><a href=/docs/Passes/>MLIR Passes</a></li><li><a href=/docs/Quantization/>MLIR Quantization</a></li><li><a href=/docs/Rationale/>MLIR Rationale</a></li><li><a href=/docs/LangRef/>MLIR Specification</a></li><li><a href=/docs/MLIRForGraphAlgorithms/>MLIR: Incremental Application to Graph Algorithms in ML Frameworks</a></li><li><a href=/docs/RationaleSimplifiedPolyhedralForm/>MLIR: The case for a simplified polyhedral form</a></li><li><a href=/docs/Canonicalization/>Operation Canonicalization in MLIR</a></li><li><a href=/docs/QuickstartRewrites/>Quickstart tutorial to adding MLIR graph rewrite</a></li><li><a href=/docs/DefiningAttributesAndTypes/>Quickstart tutorial to defining custom dialect attributes and types</a></li><li><a href=/docs/ShapeInference/>Shape inference</a></li><li><a href=/docs/SymbolsAndSymbolTables/>Symbols and Symbol Tables</a></li><li><a href=/docs/DeclarativeRewrites/>Table-driven Declarative Rewrite Rule (DRR)</a></li><li><a href=/docs/OpDefinitions/>Table-driven Operation Definition Specification (ODS)</a></li><li><a href=/docs/UsageOfConst/>Usage of 'Const' in MLIR, for core IR types</a></li><li><a href=/docs/WritingAPass/>Writing a Pass</a></li></ul></li></ul></nav><div class=sidebar-footer></div></div></div><a href=# id=backtothetop-fixed class=backtothetop data-backtothetop-duration=600 data-backtothetop-easing=easeOutQuart data-backtothetop-fixed-fadein=1000 data-backtothetop-fixed-fadeout=1000 data-backtothetop-fixed-bottom=10 data-backtothetop-fixed-right=20><span class="fa-layers fa-fw"><i class="fas fa-circle"></i><i class="fas fa-arrow-circle-up"></i></span></a></div></body></html>

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