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Kaleidoscope: Conclusion and other useful LLVM tidbits" accesskey="P">previous</a> |</li> <li><a href="http://llvm.org/">LLVM Home</a> | </li> <li><a href="../index.html">Documentation</a>»</li> <li class="nav-item nav-item-1"><a href="index.html" accesskey="U">LLVM Tutorial: Table of Contents</a> »</li> </ul> </div> <div class="document"> <div class="documentwrapper"> <div class="body" role="main"> <div class="section" id="kaleidoscope-tutorial-introduction-and-the-lexer"> <h1>1. Kaleidoscope: Tutorial Introduction and the Lexer<a class="headerlink" href="#kaleidoscope-tutorial-introduction-and-the-lexer" title="Permalink to this headline">¶</a></h1> <div class="contents local topic" id="contents"> <ul class="simple"> <li><a class="reference internal" href="#tutorial-introduction" id="id1">Tutorial Introduction</a></li> <li><a class="reference internal" href="#the-basic-language" id="id2">The Basic Language</a></li> <li><a class="reference internal" href="#the-lexer" id="id3">The Lexer</a></li> </ul> </div> <div class="section" id="tutorial-introduction"> <h2><a class="toc-backref" href="#id1">1.1. Tutorial Introduction</a><a class="headerlink" href="#tutorial-introduction" title="Permalink to this headline">¶</a></h2> <p>Welcome to the “Implementing a language with LLVM” tutorial. This tutorial runs through the implementation of a simple language, showing how fun and easy it can be. This tutorial will get you up and started as well as help to build a framework you can extend to other languages. The code in this tutorial can also be used as a playground to hack on other LLVM specific things.</p> <p>The goal of this tutorial is to progressively unveil our language, describing how it is built up over time. This will let us cover a fairly broad range of language design and LLVM-specific usage issues, showing and explaining the code for it all along the way, without overwhelming you with tons of details up front.</p> <p>It is useful to point out ahead of time that this tutorial is really about teaching compiler techniques and LLVM specifically, <em>not</em> about teaching modern and sane software engineering principles. In practice, this means that we’ll take a number of shortcuts to simplify the exposition. For example, the code leaks memory, uses global variables all over the place, doesn’t use nice design patterns like <a class="reference external" href="http://en.wikipedia.org/wiki/Visitor_pattern">visitors</a>, etc… but it is very simple. If you dig in and use the code as a basis for future projects, fixing these deficiencies shouldn’t be hard.</p> <p>I’ve tried to put this tutorial together in a way that makes chapters easy to skip over if you are already familiar with or are uninterested in the various pieces. The structure of the tutorial is:</p> <ul class="simple"> <li><a class="reference external" href="#language">Chapter #1</a>: Introduction to the Kaleidoscope language, and the definition of its Lexer - This shows where we are going and the basic functionality that we want it to do. In order to make this tutorial maximally understandable and hackable, we choose to implement everything in Objective Caml instead of using lexer and parser generators. LLVM obviously works just fine with such tools, feel free to use one if you prefer.</li> <li><a class="reference external" href="OCamlLangImpl2.html">Chapter #2</a>: Implementing a Parser and AST - With the lexer in place, we can talk about parsing techniques and basic AST construction. This tutorial describes recursive descent parsing and operator precedence parsing. Nothing in Chapters 1 or 2 is LLVM-specific, the code doesn’t even link in LLVM at this point. :)</li> <li><a class="reference external" href="OCamlLangImpl3.html">Chapter #3</a>: Code generation to LLVM IR - With the AST ready, we can show off how easy generation of LLVM IR really is.</li> <li><a class="reference external" href="OCamlLangImpl4.html">Chapter #4</a>: Adding JIT and Optimizer Support - Because a lot of people are interested in using LLVM as a JIT, we’ll dive right into it and show you the 3 lines it takes to add JIT support. LLVM is also useful in many other ways, but this is one simple and “sexy” way to shows off its power. :)</li> <li><a class="reference external" href="OCamlLangImpl5.html">Chapter #5</a>: Extending the Language: Control Flow - With the language up and running, we show how to extend it with control flow operations (if/then/else and a ‘for’ loop). This gives us a chance to talk about simple SSA construction and control flow.</li> <li><a class="reference external" href="OCamlLangImpl6.html">Chapter #6</a>: Extending the Language: User-defined Operators - This is a silly but fun chapter that talks about extending the language to let the user program define their own arbitrary unary and binary operators (with assignable precedence!). This lets us build a significant piece of the “language” as library routines.</li> <li><a class="reference external" href="OCamlLangImpl7.html">Chapter #7</a>: Extending the Language: Mutable Variables - This chapter talks about adding user-defined local variables along with an assignment operator. The interesting part about this is how easy and trivial it is to construct SSA form in LLVM: no, LLVM does <em>not</em> require your front-end to construct SSA form!</li> <li><a class="reference external" href="OCamlLangImpl8.html">Chapter #8</a>: Conclusion and other useful LLVM tidbits - This chapter wraps up the series by talking about potential ways to extend the language, but also includes a bunch of pointers to info about “special topics” like adding garbage collection support, exceptions, debugging, support for “spaghetti stacks”, and a bunch of other tips and tricks.</li> </ul> <p>By the end of the tutorial, we’ll have written a bit less than 700 lines of non-comment, non-blank, lines of code. With this small amount of code, we’ll have built up a very reasonable compiler for a non-trivial language including a hand-written lexer, parser, AST, as well as code generation support with a JIT compiler. While other systems may have interesting “hello world” tutorials, I think the breadth of this tutorial is a great testament to the strengths of LLVM and why you should consider it if you’re interested in language or compiler design.</p> <p>A note about this tutorial: we expect you to extend the language and play with it on your own. Take the code and go crazy hacking away at it, compilers don’t need to be scary creatures - it can be a lot of fun to play with languages!</p> </div> <div class="section" id="the-basic-language"> <h2><a class="toc-backref" href="#id2">1.2. The Basic Language</a><a class="headerlink" href="#the-basic-language" title="Permalink to this headline">¶</a></h2> <p>This tutorial will be illustrated with a toy language that we’ll call “<a class="reference external" href="http://en.wikipedia.org/wiki/Kaleidoscope">Kaleidoscope</a>” (derived from “meaning beautiful, form, and view”). Kaleidoscope is a procedural language that allows you to define functions, use conditionals, math, etc. Over the course of the tutorial, we’ll extend Kaleidoscope to support the if/then/else construct, a for loop, user defined operators, JIT compilation with a simple command line interface, etc.</p> <p>Because we want to keep things simple, the only datatype in Kaleidoscope is a 64-bit floating point type (aka ‘float’ in OCaml parlance). As such, all values are implicitly double precision and the language doesn’t require type declarations. This gives the language a very nice and simple syntax. For example, the following simple example computes <a class="reference external" href="http://en.wikipedia.org/wiki/Fibonacci_number">Fibonacci numbers:</a></p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># Compute the x'th fibonacci number.</span> <span class="k">def</span> <span class="nf">fib</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="n">x</span> <span class="o"><</span> <span class="mi">3</span> <span class="n">then</span> <span class="mi">1</span> <span class="k">else</span> <span class="n">fib</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">+</span><span class="n">fib</span><span class="p">(</span><span class="n">x</span><span class="o">-</span><span class="mi">2</span><span class="p">)</span> <span class="c1"># This expression will compute the 40th number.</span> <span class="n">fib</span><span class="p">(</span><span class="mi">40</span><span class="p">)</span> </pre></div> </div> <p>We also allow Kaleidoscope to call into standard library functions (the LLVM JIT makes this completely trivial). This means that you can use the ‘extern’ keyword to define a function before you use it (this is also useful for mutually recursive functions). For example:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">extern</span> <span class="n">sin</span><span class="p">(</span><span class="n">arg</span><span class="p">);</span> <span class="n">extern</span> <span class="n">cos</span><span class="p">(</span><span class="n">arg</span><span class="p">);</span> <span class="n">extern</span> <span class="n">atan2</span><span class="p">(</span><span class="n">arg1</span> <span class="n">arg2</span><span class="p">);</span> <span class="n">atan2</span><span class="p">(</span><span class="n">sin</span><span class="p">(</span><span class="o">.</span><span class="mi">4</span><span class="p">),</span> <span class="n">cos</span><span class="p">(</span><span class="mi">42</span><span class="p">))</span> </pre></div> </div> <p>A more interesting example is included in Chapter 6 where we write a little Kaleidoscope application that <a class="reference external" href="OCamlLangImpl6.html#kicking-the-tires">displays a Mandelbrot Set</a> at various levels of magnification.</p> <p>Lets dive into the implementation of this language!</p> </div> <div class="section" id="the-lexer"> <h2><a class="toc-backref" href="#id3">1.3. The Lexer</a><a class="headerlink" href="#the-lexer" title="Permalink to this headline">¶</a></h2> <p>When it comes to implementing a language, the first thing needed is the ability to process a text file and recognize what it says. The traditional way to do this is to use a “<a class="reference external" href="http://en.wikipedia.org/wiki/Lexical_analysis">lexer</a>” (aka ‘scanner’) to break the input up into “tokens”. Each token returned by the lexer includes a token code and potentially some metadata (e.g. the numeric value of a number). First, we define the possibilities:</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span><span class="c">(* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of</span> <span class="c"> * these others for known things. *)</span> <span class="k">type</span> <span class="n">token</span> <span class="o">=</span> <span class="c">(* commands *)</span> <span class="o">|</span> <span class="nc">Def</span> <span class="o">|</span> <span class="nc">Extern</span> <span class="c">(* primary *)</span> <span class="o">|</span> <span class="nc">Ident</span> <span class="k">of</span> <span class="kt">string</span> <span class="o">|</span> <span class="nc">Number</span> <span class="k">of</span> <span class="kt">float</span> <span class="c">(* unknown *)</span> <span class="o">|</span> <span class="nc">Kwd</span> <span class="k">of</span> <span class="kt">char</span> </pre></div> </div> <p>Each token returned by our lexer will be one of the token variant values. An unknown character like ‘+’ will be returned as <code class="docutils literal notranslate"><span class="pre">Token.Kwd</span> <span class="pre">'+'</span></code>. If the curr token is an identifier, the value will be <code class="docutils literal notranslate"><span class="pre">Token.Ident</span> <span class="pre">s</span></code>. If the current token is a numeric literal (like 1.0), the value will be <code class="docutils literal notranslate"><span class="pre">Token.Number</span> <span class="pre">1.0</span></code>.</p> <p>The actual implementation of the lexer is a collection of functions driven by a function named <code class="docutils literal notranslate"><span class="pre">Lexer.lex</span></code>. The <code class="docutils literal notranslate"><span class="pre">Lexer.lex</span></code> function is called to return the next token from standard input. We will use <a class="reference external" href="http://caml.inria.fr/pub/docs/manual-camlp4/index.html">Camlp4</a> to simplify the tokenization of the standard input. Its definition starts as:</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span><span class="c">(*===----------------------------------------------------------------------===</span> <span class="c"> * Lexer</span> <span class="c"> *===----------------------------------------------------------------------===*)</span> <span class="k">let</span> <span class="k">rec</span> <span class="n">lex</span> <span class="o">=</span> <span class="n">parser</span> <span class="c">(* Skip any whitespace. *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">' '</span> <span class="o">|</span> <span class="sc">'\n'</span> <span class="o">|</span> <span class="sc">'\r'</span> <span class="o">|</span> <span class="sc">'\t'</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="n">lex</span> <span class="n">stream</span> </pre></div> </div> <p><code class="docutils literal notranslate"><span class="pre">Lexer.lex</span></code> works by recursing over a <code class="docutils literal notranslate"><span class="pre">char</span> <span class="pre">Stream.t</span></code> to read characters one at a time from the standard input. It eats them as it recognizes them and stores them in a <code class="docutils literal notranslate"><span class="pre">Token.token</span></code> variant. The first thing that it has to do is ignore whitespace between tokens. This is accomplished with the recursive call above.</p> <p>The next thing <code class="docutils literal notranslate"><span class="pre">Lexer.lex</span></code> needs to do is recognize identifiers and specific keywords like “def”. Kaleidoscope does this with a pattern match and a helper function.</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span> <span class="c">(* identifier: [a-zA-Z][a-zA-Z0-9] *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'A'</span> <span class="o">..</span> <span class="sc">'Z'</span> <span class="o">|</span> <span class="sc">'a'</span> <span class="o">..</span> <span class="sc">'z'</span> <span class="k">as</span> <span class="n">c</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="k">let</span> <span class="n">buffer</span> <span class="o">=</span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">create</span> <span class="mi">1</span> <span class="k">in</span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">add_char</span> <span class="n">buffer</span> <span class="n">c</span><span class="o">;</span> <span class="n">lex_ident</span> <span class="n">buffer</span> <span class="n">stream</span> <span class="o">...</span> <span class="ow">and</span> <span class="n">lex_ident</span> <span class="n">buffer</span> <span class="o">=</span> <span class="n">parser</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'A'</span> <span class="o">..</span> <span class="sc">'Z'</span> <span class="o">|</span> <span class="sc">'a'</span> <span class="o">..</span> <span class="sc">'z'</span> <span class="o">|</span> <span class="sc">'0'</span> <span class="o">..</span> <span class="sc">'9'</span> <span class="k">as</span> <span class="n">c</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">add_char</span> <span class="n">buffer</span> <span class="n">c</span><span class="o">;</span> <span class="n">lex_ident</span> <span class="n">buffer</span> <span class="n">stream</span> <span class="o">|</span> <span class="o">[<</span> <span class="n">stream</span><span class="o">=</span><span class="n">lex</span> <span class="o">>]</span> <span class="o">-></span> <span class="k">match</span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">contents</span> <span class="n">buffer</span> <span class="k">with</span> <span class="o">|</span> <span class="s2">"def"</span> <span class="o">-></span> <span class="o">[<</span> <span class="k">'</span><span class="nn">Token</span><span class="p">.</span><span class="nc">Def</span><span class="o">;</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">|</span> <span class="s2">"extern"</span> <span class="o">-></span> <span class="o">[<</span> <span class="k">'</span><span class="nn">Token</span><span class="p">.</span><span class="nc">Extern</span><span class="o">;</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">|</span> <span class="n">id</span> <span class="o">-></span> <span class="o">[<</span> <span class="k">'</span><span class="nn">Token</span><span class="p">.</span><span class="nc">Ident</span> <span class="n">id</span><span class="o">;</span> <span class="n">stream</span> <span class="o">>]</span> </pre></div> </div> <p>Numeric values are similar:</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span> <span class="c">(* number: [0-9.]+ *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'0'</span> <span class="o">..</span> <span class="sc">'9'</span> <span class="k">as</span> <span class="n">c</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="k">let</span> <span class="n">buffer</span> <span class="o">=</span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">create</span> <span class="mi">1</span> <span class="k">in</span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">add_char</span> <span class="n">buffer</span> <span class="n">c</span><span class="o">;</span> <span class="n">lex_number</span> <span class="n">buffer</span> <span class="n">stream</span> <span class="o">...</span> <span class="ow">and</span> <span class="n">lex_number</span> <span class="n">buffer</span> <span class="o">=</span> <span class="n">parser</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'0'</span> <span class="o">..</span> <span class="sc">'9'</span> <span class="o">|</span> <span class="sc">'.'</span> <span class="k">as</span> <span class="n">c</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="nn">Buffer</span><span class="p">.</span><span class="n">add_char</span> <span class="n">buffer</span> <span class="n">c</span><span class="o">;</span> <span class="n">lex_number</span> <span class="n">buffer</span> <span class="n">stream</span> <span class="o">|</span> <span class="o">[<</span> <span class="n">stream</span><span class="o">=</span><span class="n">lex</span> <span class="o">>]</span> <span class="o">-></span> <span class="o">[<</span> <span class="k">'</span><span class="nn">Token</span><span class="p">.</span><span class="nc">Number</span> <span class="o">(</span><span class="n">float_of_string</span> <span class="o">(</span><span class="nn">Buffer</span><span class="p">.</span><span class="n">contents</span> <span class="n">buffer</span><span class="o">));</span> <span class="n">stream</span> <span class="o">>]</span> </pre></div> </div> <p>This is all pretty straight-forward code for processing input. When reading a numeric value from input, we use the ocaml <code class="docutils literal notranslate"><span class="pre">float_of_string</span></code> function to convert it to a numeric value that we store in <code class="docutils literal notranslate"><span class="pre">Token.Number</span></code>. Note that this isn’t doing sufficient error checking: it will raise <code class="docutils literal notranslate"><span class="pre">Failure</span></code> if the string “1.23.45.67”. Feel free to extend it :). Next we handle comments:</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span> <span class="c">(* Comment until end of line. *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'#'</span><span class="o">);</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="n">lex_comment</span> <span class="n">stream</span> <span class="o">...</span> <span class="ow">and</span> <span class="n">lex_comment</span> <span class="o">=</span> <span class="n">parser</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span> <span class="o">(</span><span class="sc">'\n'</span><span class="o">);</span> <span class="n">stream</span><span class="o">=</span><span class="n">lex</span> <span class="o">>]</span> <span class="o">-></span> <span class="n">stream</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span><span class="n">c</span><span class="o">;</span> <span class="n">e</span><span class="o">=</span><span class="n">lex_comment</span> <span class="o">>]</span> <span class="o">-></span> <span class="n">e</span> <span class="o">|</span> <span class="o">[<</span> <span class="o">>]</span> <span class="o">-></span> <span class="o">[<</span> <span class="o">>]</span> </pre></div> </div> <p>We handle comments by skipping to the end of the line and then return the next token. Finally, if the input doesn’t match one of the above cases, it is either an operator character like ‘+’ or the end of the file. These are handled with this code:</p> <div class="highlight-ocaml notranslate"><div class="highlight"><pre><span></span><span class="c">(* Otherwise, just return the character as its ascii value. *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="k">'</span><span class="n">c</span><span class="o">;</span> <span class="n">stream</span> <span class="o">>]</span> <span class="o">-></span> <span class="o">[<</span> <span class="k">'</span><span class="nn">Token</span><span class="p">.</span><span class="nc">Kwd</span> <span class="n">c</span><span class="o">;</span> <span class="n">lex</span> <span class="n">stream</span> <span class="o">>]</span> <span class="c">(* end of stream. *)</span> <span class="o">|</span> <span class="o">[<</span> <span class="o">>]</span> <span class="o">-></span> <span class="o">[<</span> <span class="o">>]</span> </pre></div> </div> <p>With this, we have the complete lexer for the basic Kaleidoscope language (the <a class="reference external" href="OCamlLangImpl2.html#full-code-listing">full code listing</a> for the Lexer is available in the <a class="reference external" href="OCamlLangImpl2.html">next chapter</a> of the tutorial). Next we’ll <a class="reference external" href="OCamlLangImpl2.html">build a simple parser that uses this to build an Abstract Syntax Tree</a>. When we have that, we’ll include a driver so that you can use the lexer and parser together.</p> <p><a class="reference external" href="OCamlLangImpl2.html">Next: Implementing a Parser and AST</a></p> </div> </div> </div> </div> <div class="clearer"></div> </div> <div class="related" role="navigation" aria-label="related navigation"> <h3>Navigation</h3> <ul> <li class="right" style="margin-right: 10px"> <a href="../genindex.html" title="General Index" >index</a></li> <li class="right" > <a href="OCamlLangImpl2.html" title="2. Kaleidoscope: Implementing a Parser and AST" >next</a> |</li> <li class="right" > <a href="LangImpl10.html" title="10. Kaleidoscope: Conclusion and other useful LLVM tidbits" >previous</a> |</li> <li><a href="http://llvm.org/">LLVM Home</a> | </li> <li><a href="../index.html">Documentation</a>»</li> <li class="nav-item nav-item-1"><a href="index.html" >LLVM Tutorial: Table of Contents</a> »</li> </ul> </div> <div class="footer" role="contentinfo"> © Copyright 2003-2020, LLVM Project. Last updated on 2020-09-07. Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.8.4. </div> </body> </html>