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Constraints - MLIR

<!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>Constraints - MLIR</title><meta name=description content="Multi-Level IR Compiler Framework"><meta name=generator content="Hugo 0.119.0"><link href=https://mlir.llvm.org/index.xml rel=alternate type=application/rss+xml><link rel=canonical href=https://mlir.llvm.org/docs/DefiningDialects/Constraints/><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> <script type=text/javascript src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> <script type=text/x-mathjax-config> MathJax.Hub.Config({ tex2jax: { inlineMath: [['$', '$'] ], displayMath: [ ['$$','$$'], ["\\[","\\]"] ] } }); </script><link rel=apple-touch-icon sizes=180x180 href="/apple-touch-icon.png?v=1"><link rel=icon type=image/png sizes=32x32 href="/favicon-32x32.png?v=1"><link rel=icon type=image/png sizes=16x16 href="/favicon-16x16.png?v=1"><link rel=manifest href="/site.webmanifest?v=1"><link rel=mask-icon href="/safari-pinned-tab.svg?v=1" color=#3775e0><link rel="shortcut icon" href="/favicon.ico?v=1"><meta name=msapplication-TileColor content="#2d89ef"><meta name=theme-color content="#ffffff"><link rel=icon href=/favicon.svg type=image/svg+xml sizes=any><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/mlir/31>Forums</a></li><li class=child><a href=https://discord.gg/xS7Z362>Chat</a></li></ul></li><li><a href=/getting_started/Debugging/>Debugging Tips</a></li><li><a href=/getting_started/Faq/>FAQ</a></li><li class=parent><a href=https://github.com/llvm/llvm-project/tree/main/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/main/mlir>GitHub</a></li></ul></li><li><a href="https://bugs.llvm.org/buglist.cgi?bug_status=__open__&amp;list_id=177877&amp;order=changeddate%20DESC%2Cpriority%2Cbug_severity&amp;product=MLIR&amp;query_format=specific">Bugs</a></li><li><a href=https://github.com/llvm/mlir-www/tree/main/website/static/LogoAssets>Logo Assets</a></li><li><a href=https://www.youtube.com/MLIRCompiler>Youtube Channel</a></li></ul></nav></div><div class=content-container><main><h1>Constraints</h1><p><nav id=TableOfContents><ul><li><a href=#attribute--type-constraints>Attribute / Type Constraints</a></li></ul></nav><h2 id=attribute--type-constraints>Attribute / Type Constraints&nbsp;<a class=headline-hash href=#attribute--type-constraints>¶</a></h2><p>When defining the arguments of an operation in TableGen, users can specify either plain attributes/types or use attribute/type constraints to levy additional requirements on the attribute value or operand type.</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-tablegen data-lang=tablegen><span class=line><span class=cl><span class=k>def</span> <span class=nv>My_Type1</span> <span class=p>:</span> <span class=nv>MyDialect_Type</span><span class=p>&lt;</span><span class=s>&#34;Type1&#34;</span><span class=p>,</span> <span class=s>&#34;type1&#34;</span><span class=p>&gt;</span> <span class=p>{</span> <span class=p>...</span> <span class=p>}</span> </span></span><span class=line><span class=cl><span class=k>def</span> <span class=nv>My_Type2</span> <span class=p>:</span> <span class=nv>MyDialect_Type</span><span class=p>&lt;</span><span class=s>&#34;Type2&#34;</span><span class=p>,</span> <span class=s>&#34;type2&#34;</span><span class=p>&gt;</span> <span class=p>{</span> <span class=p>...</span> <span class=p>}</span> </span></span><span class=line><span class=cl> </span></span><span class=line><span class=cl><span class=c>// Plain type </span></span></span><span class=line><span class=cl><span class=c></span><span class=k>let</span> <span class=nv>arguments</span> <span class=p>=</span> <span class=p>(</span><span class=nv>ins</span> <span class=nv>MyType1</span><span class=p>:</span><span class=nv>$val</span><span class=p>);</span> </span></span><span class=line><span class=cl><span class=c>// Type constraint </span></span></span><span class=line><span class=cl><span class=c></span><span class=k>let</span> <span class=nv>arguments</span> <span class=p>=</span> <span class=p>(</span><span class=nv>ins</span> <span class=nv>AnyTypeOf</span><span class=p>&lt;[</span><span class=nv>MyType1</span><span class=p>,</span> <span class=nv>MyType2</span><span class=p>]&gt;:</span><span class=nv>$val</span><span class=p>);</span> </span></span></code></pre></div><p><code>AnyTypeOf</code> is an example for a type constraints. Many useful type constraints can be found in <code>mlir/IR/CommonTypeConstraints.td</code>. Additional verification code is generated for type/attribute constraints. Type constraints can not only be used when defining operation arguments, but also when defining type parameters.</p><p>Optionally, C++ functions can be generated, so that type constraints can be checked from C++. The name of the C++ function must be specified in the <code>cppFunctionName</code> field. If no function name is specified, no C++ function is emitted.</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-tablegen data-lang=tablegen><span class=line><span class=cl><span class=c>// Example: Element type constraint for VectorType </span></span></span><span class=line><span class=cl><span class=c></span><span class=k>def</span> <span class=nv>Builtin_VectorTypeElementType</span> <span class=p>:</span> <span class=nv>AnyTypeOf</span><span class=p>&lt;[</span><span class=nv>AnyInteger</span><span class=p>,</span> <span class=nv>Index</span><span class=p>,</span> <span class=nv>AnyFloat</span><span class=p>]&gt;</span> <span class=p>{</span> </span></span><span class=line><span class=cl> <span class=k>let</span> <span class=nv>cppFunctionName</span> <span class=p>=</span> <span class=s>&#34;isValidVectorTypeElementType&#34;</span><span class=p>;</span> </span></span><span class=line><span class=cl><span class=p>}</span> </span></span></code></pre></div><p>The above example tranlates into the following C++ code:</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-c++ data-lang=c++><span class=line><span class=cl><span class=kt>bool</span> <span class=nf>isValidVectorTypeElementType</span><span class=p>(</span><span class=o>::</span><span class=n>mlir</span><span class=o>::</span><span class=n>Type</span> <span class=n>type</span><span class=p>)</span> <span class=p>{</span> </span></span><span class=line><span class=cl> <span class=k>return</span> <span class=p>(((</span><span class=o>::</span><span class=n>llvm</span><span class=o>::</span><span class=n>isa</span><span class=o>&lt;::</span><span class=n>mlir</span><span class=o>::</span><span class=n>IntegerType</span><span class=o>&gt;</span><span class=p>(</span><span class=n>type</span><span class=p>)))</span> <span class=o>||</span> <span class=p>((</span><span class=o>::</span><span class=n>llvm</span><span class=o>::</span><span class=n>isa</span><span class=o>&lt;::</span><span class=n>mlir</span><span class=o>::</span><span class=n>IndexType</span><span class=o>&gt;</span><span class=p>(</span><span class=n>type</span><span class=p>)))</span> <span class=o>||</span> <span class=p>((</span><span class=o>::</span><span class=n>llvm</span><span class=o>::</span><span class=n>isa</span><span class=o>&lt;::</span><span class=n>mlir</span><span class=o>::</span><span class=n>FloatType</span><span class=o>&gt;</span><span class=p>(</span><span class=n>type</span><span class=p>))));</span> </span></span><span class=line><span class=cl><span class=p>}</span> </span></span></code></pre></div><p>An extra TableGen rule is needed to emit C++ code for type constraints. This will generate only the declarations/definitions of the type constaraints that are defined in the specified <code>.td</code> file, but not those that are in included <code>.td</code> files.</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-cmake data-lang=cmake><span class=line><span class=cl><span class=nb>mlir_tablegen</span><span class=p>(</span><span class=s>&lt;Your</span> <span class=s>Dialect&gt;TypeConstraints.h.inc</span> <span class=s>-gen-type-constraint-decls</span><span class=p>)</span><span class=err> </span></span></span><span class=line><span class=cl><span class=err></span><span class=nb>mlir_tablegen</span><span class=p>(</span><span class=s>&lt;Your</span> <span class=s>Dialect&gt;TypeConstraints.cpp.inc</span> <span class=s>-gen-type-constraint-defs</span><span class=p>)</span><span class=err> </span></span></span></code></pre></div><p>The generated <code>&lt;Your Dialect>TypeConstraints.h.inc</code> will need to be included whereever you are referencing the type constraint in C++. Note that no C++ namespace will be emitted by the code generator. The <code>#include</code> statements of the <code>.h.inc</code>/<code>.cpp.inc</code> files should be wrapped in C++ namespaces by the user.</p><div class=edit-meta><br></div><nav class=pagination><a class="nav nav-prev" href=https://mlir.llvm.org/docs/DefiningDialects/ title="Defining Dialects"><i class="fas fa-arrow-left" aria-hidden=true></i> Prev - Defining Dialects</a> <a class="nav nav-next" href=https://mlir.llvm.org/docs/DefiningDialects/AttributesAndTypes/ title="Defining Dialect Attributes and Types">Next - Defining Dialect Attributes and Types <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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IR types</a></li></ul></li><li><a href=https://mlir.llvm.org/docs/ShapeInference/>Shape Inference</a></li><li><a href=https://mlir.llvm.org/docs/SPIRVToLLVMDialectConversion/>SPIR-V Dialect to LLVM Dialect conversion manual</a></li><li><a href=https://mlir.llvm.org/docs/SymbolsAndSymbolTables/>Symbols and Symbol Tables</a></li><li><a href=https://mlir.llvm.org/docs/DeclarativeRewrites/>Table-driven Declarative Rewrite Rule (DRR)</a></li><li class=has-sub-menu><a href=https://mlir.llvm.org/docs/Traits/>Traits<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=https://mlir.llvm.org/docs/Traits/Broadcastable/>The `Broadcastable` Trait</a></li></ul></li><li class=has-sub-menu><a href=https://mlir.llvm.org/docs/Tutorials/>Tutorials<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=https://mlir.llvm.org/docs/Tutorials/CreatingADialect/>Creating a Dialect</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/QuickstartRewrites/>Quickstart tutorial to adding MLIR graph rewrite</a></li><li class=has-sub-menu><a href=https://mlir.llvm.org/docs/Tutorials/Toy/>Toy Tutorial<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-1/>Chapter 1: Toy Language and AST</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-2/>Chapter 2: Emitting Basic MLIR</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-3/>Chapter 3: High-level Language-Specific Analysis and Transformation</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-4/>Chapter 4: Enabling Generic Transformation with Interfaces</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-5/>Chapter 5: Partial Lowering to Lower-Level Dialects for Optimization</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-6/>Chapter 6: Lowering to LLVM and CodeGeneration</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/Toy/Ch-7/>Chapter 7: Adding a Composite Type to Toy</a></li></ul></li><li class=has-sub-menu><a href=https://mlir.llvm.org/docs/Tutorials/transform/>Transform Dialect Tutorial<span class="mark closed">+</span></a><ul class=sub-menu><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/Ch0/>Chapter 0: A Primer on “Structured” Linalg Operations</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/Ch1/>Chapter 1: Combining Existing Transformations</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/Ch2/>Chapter 2: Adding a Simple New Transformation Operation</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/Ch3/>Chapter 3: More than Simple Transform Operations</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/Ch4/>Chapter 4: Matching Payload with Transform Operations</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/transform/ChH/>Chapter H: Reproducing Halide Schedule</a></li></ul></li><li><a href=https://mlir.llvm.org/docs/Tutorials/UnderstandingTheIRStructure/>Understanding the IR Structure</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/MlirOpt/>Using `mlir-opt`</a></li><li><a href=https://mlir.llvm.org/docs/Tutorials/DataFlowAnalysis/>Writing DataFlow Analyses in MLIR</a></li></ul></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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