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1046 lines
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1046 lines
37 KiB
HTML
<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01//EN"
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"http://www.w3.org/TR/html4/strict.dtd">
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<html>
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<head>
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<title>Kaleidoscope: Implementing a Parser and AST</title>
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<meta http-equiv="Content-Type" content="text/html; charset=utf-8">
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<meta name="author" content="Chris Lattner">
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<meta name="author" content="Erick Tryzelaar">
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<link rel="stylesheet" href="../llvm.css" type="text/css">
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</head>
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<body>
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<div class="doc_title">Kaleidoscope: Implementing a Parser and AST</div>
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<ul>
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<li><a href="index.html">Up to Tutorial Index</a></li>
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<li>Chapter 2
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<ol>
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<li><a href="#intro">Chapter 2 Introduction</a></li>
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<li><a href="#ast">The Abstract Syntax Tree (AST)</a></li>
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<li><a href="#parserbasics">Parser Basics</a></li>
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<li><a href="#parserprimexprs">Basic Expression Parsing</a></li>
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<li><a href="#parserbinops">Binary Expression Parsing</a></li>
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<li><a href="#parsertop">Parsing the Rest</a></li>
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<li><a href="#driver">The Driver</a></li>
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<li><a href="#conclusions">Conclusions</a></li>
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<li><a href="#code">Full Code Listing</a></li>
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</ol>
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</li>
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<li><a href="OCamlLangImpl3.html">Chapter 3</a>: Code generation to LLVM IR</li>
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</ul>
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<div class="doc_author">
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<p>
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Written by <a href="mailto:sabre@nondot.org">Chris Lattner</a>
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and <a href="mailto:idadesub@users.sourceforge.net">Erick Tryzelaar</a>
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</p>
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</div>
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<!-- *********************************************************************** -->
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<div class="doc_section"><a name="intro">Chapter 2 Introduction</a></div>
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<!-- *********************************************************************** -->
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<div class="doc_text">
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<p>Welcome to Chapter 2 of the "<a href="index.html">Implementing a language
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with LLVM in Objective Caml</a>" tutorial. This chapter shows you how to use
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the lexer, built in <a href="OCamlLangImpl1.html">Chapter 1</a>, to build a
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full <a href="http://en.wikipedia.org/wiki/Parsing">parser</a> for our
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Kaleidoscope language. Once we have a parser, we'll define and build an <a
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href="http://en.wikipedia.org/wiki/Abstract_syntax_tree">Abstract Syntax
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Tree</a> (AST).</p>
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<p>The parser we will build uses a combination of <a
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href="http://en.wikipedia.org/wiki/Recursive_descent_parser">Recursive Descent
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Parsing</a> and <a href=
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"http://en.wikipedia.org/wiki/Operator-precedence_parser">Operator-Precedence
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Parsing</a> to parse the Kaleidoscope language (the latter for
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binary expressions and the former for everything else). Before we get to
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parsing though, lets talk about the output of the parser: the Abstract Syntax
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Tree.</p>
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</div>
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<!-- *********************************************************************** -->
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<div class="doc_section"><a name="ast">The Abstract Syntax Tree (AST)</a></div>
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<!-- *********************************************************************** -->
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<div class="doc_text">
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<p>The AST for a program captures its behavior in such a way that it is easy for
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later stages of the compiler (e.g. code generation) to interpret. We basically
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want one object for each construct in the language, and the AST should closely
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model the language. In Kaleidoscope, we have expressions, a prototype, and a
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function object. We'll start with expressions first:</p>
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<div class="doc_code">
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<pre>
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(* expr - Base type for all expression nodes. *)
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type expr =
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(* variant for numeric literals like "1.0". *)
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| Number of float
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</pre>
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</div>
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<p>The code above shows the definition of the base ExprAST class and one
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subclass which we use for numeric literals. The important thing to note about
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this code is that the Number variant captures the numeric value of the
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literal as an instance variable. This allows later phases of the compiler to
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know what the stored numeric value is.</p>
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<p>Right now we only create the AST, so there are no useful functions on
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them. It would be very easy to add a function to pretty print the code,
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for example. Here are the other expression AST node definitions that we'll use
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in the basic form of the Kaleidoscope language:
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</p>
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<div class="doc_code">
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<pre>
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(* variant for referencing a variable, like "a". *)
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| Variable of string
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(* variant for a binary operator. *)
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| Binary of char * expr * expr
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(* variant for function calls. *)
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| Call of string * expr array
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</pre>
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</div>
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<p>This is all (intentionally) rather straight-forward: variables capture the
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variable name, binary operators capture their opcode (e.g. '+'), and calls
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capture a function name as well as a list of any argument expressions. One thing
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that is nice about our AST is that it captures the language features without
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talking about the syntax of the language. Note that there is no discussion about
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precedence of binary operators, lexical structure, etc.</p>
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<p>For our basic language, these are all of the expression nodes we'll define.
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Because it doesn't have conditional control flow, it isn't Turing-complete;
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we'll fix that in a later installment. The two things we need next are a way
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to talk about the interface to a function, and a way to talk about functions
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themselves:</p>
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<div class="doc_code">
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<pre>
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(* proto - This type represents the "prototype" for a function, which captures
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* its name, and its argument names (thus implicitly the number of arguments the
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* function takes). *)
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type proto = Prototype of string * string array
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(* func - This type represents a function definition itself. *)
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type func = Function of proto * expr
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</pre>
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</div>
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<p>In Kaleidoscope, functions are typed with just a count of their arguments.
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Since all values are double precision floating point, the type of each argument
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doesn't need to be stored anywhere. In a more aggressive and realistic
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language, the "expr" variants would probably have a type field.</p>
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<p>With this scaffolding, we can now talk about parsing expressions and function
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bodies in Kaleidoscope.</p>
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</div>
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<!-- *********************************************************************** -->
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<div class="doc_section"><a name="parserbasics">Parser Basics</a></div>
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<!-- *********************************************************************** -->
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<div class="doc_text">
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<p>Now that we have an AST to build, we need to define the parser code to build
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it. The idea here is that we want to parse something like "x+y" (which is
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returned as three tokens by the lexer) into an AST that could be generated with
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calls like this:</p>
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<div class="doc_code">
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<pre>
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let x = Variable "x" in
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let y = Variable "y" in
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let result = Binary ('+', x, y) in
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...
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</pre>
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</div>
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<p>
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The error handling routines make use of the builtin <tt>Stream.Failure</tt> and
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<tt>Stream.Error</tt>s. <tt>Stream.Failure</tt> is raised when the parser is
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unable to find any matching token in the first position of a pattern.
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<tt>Stream.Error</tt> is raised when the first token matches, but the rest do
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not. The error recovery in our parser will not be the best and is not
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particular user-friendly, but it will be enough for our tutorial. These
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exceptions make it easier to handle errors in routines that have various return
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types.</p>
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<p>With these basic types and exceptions, we can implement the first
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piece of our grammar: numeric literals.</p>
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</div>
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<!-- *********************************************************************** -->
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<div class="doc_section"><a name="parserprimexprs">Basic Expression
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Parsing</a></div>
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<!-- *********************************************************************** -->
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<div class="doc_text">
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<p>We start with numeric literals, because they are the simplest to process.
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For each production in our grammar, we'll define a function which parses that
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production. We call this class of expressions "primary" expressions, for
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reasons that will become more clear <a href="OCamlLangImpl6.html#unary">
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later in the tutorial</a>. In order to parse an arbitrary primary expression,
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we need to determine what sort of expression it is. For numeric literals, we
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have:</p>
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<div class="doc_code">
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<pre>
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(* primary
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* ::= identifier
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* ::= numberexpr
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* ::= parenexpr *)
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parse_primary = parser
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(* numberexpr ::= number *)
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| [< 'Token.Number n >] -> Ast.Number n
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</pre>
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</div>
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<p>This routine is very simple: it expects to be called when the current token
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is a <tt>Token.Number</tt> token. It takes the current number value, creates
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a <tt>Ast.Number</tt> node, advances the lexer to the next token, and finally
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returns.</p>
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<p>There are some interesting aspects to this. The most important one is that
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this routine eats all of the tokens that correspond to the production and
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returns the lexer buffer with the next token (which is not part of the grammar
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production) ready to go. This is a fairly standard way to go for recursive
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descent parsers. For a better example, the parenthesis operator is defined like
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this:</p>
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<div class="doc_code">
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<pre>
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(* parenexpr ::= '(' expression ')' *)
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| [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
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</pre>
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</div>
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<p>This function illustrates a number of interesting things about the
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parser:</p>
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<p>
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1) It shows how we use the <tt>Stream.Error</tt> exception. When called, this
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function expects that the current token is a '(' token, but after parsing the
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subexpression, it is possible that there is no ')' waiting. For example, if
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the user types in "(4 x" instead of "(4)", the parser should emit an error.
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Because errors can occur, the parser needs a way to indicate that they
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happened. In our parser, we use the camlp4 shortcut syntax <tt>token ?? "parse
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error"</tt>, where if the token before the <tt>??</tt> does not match, then
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<tt>Stream.Error "parse error"</tt> will be raised.</p>
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<p>2) Another interesting aspect of this function is that it uses recursion by
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calling <tt>Parser.parse_primary</tt> (we will soon see that
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<tt>Parser.parse_primary</tt> can call <tt>Parser.parse_primary</tt>). This is
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powerful because it allows us to handle recursive grammars, and keeps each
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production very simple. Note that parentheses do not cause construction of AST
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nodes themselves. While we could do it this way, the most important role of
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parentheses are to guide the parser and provide grouping. Once the parser
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constructs the AST, parentheses are not needed.</p>
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<p>The next simple production is for handling variable references and function
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calls:</p>
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<div class="doc_code">
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<pre>
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(* identifierexpr
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* ::= identifier
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* ::= identifier '(' argumentexpr ')' *)
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| [< 'Token.Ident id; stream >] ->
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let rec parse_args accumulator = parser
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| [< e=parse_expr; stream >] ->
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begin parser
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| [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
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| [< >] -> e :: accumulator
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end stream
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| [< >] -> accumulator
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in
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let rec parse_ident id = parser
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(* Call. *)
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| [< 'Token.Kwd '(';
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args=parse_args [];
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'Token.Kwd ')' ?? "expected ')'">] ->
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Ast.Call (id, Array.of_list (List.rev args))
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(* Simple variable ref. *)
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| [< >] -> Ast.Variable id
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in
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parse_ident id stream
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</pre>
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</div>
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<p>This routine follows the same style as the other routines. (It expects to be
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called if the current token is a <tt>Token.Ident</tt> token). It also has
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recursion and error handling. One interesting aspect of this is that it uses
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<em>look-ahead</em> to determine if the current identifier is a stand alone
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variable reference or if it is a function call expression. It handles this by
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checking to see if the token after the identifier is a '(' token, constructing
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either a <tt>Ast.Variable</tt> or <tt>Ast.Call</tt> node as appropriate.
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</p>
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<p>We finish up by raising an exception if we received a token we didn't
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expect:</p>
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<div class="doc_code">
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<pre>
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| [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
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</pre>
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</div>
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<p>Now that basic expressions are handled, we need to handle binary expressions.
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They are a bit more complex.</p>
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</div>
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<!-- *********************************************************************** -->
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<div class="doc_section"><a name="parserbinops">Binary Expression
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Parsing</a></div>
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<!-- *********************************************************************** -->
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<div class="doc_text">
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<p>Binary expressions are significantly harder to parse because they are often
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ambiguous. For example, when given the string "x+y*z", the parser can choose
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to parse it as either "(x+y)*z" or "x+(y*z)". With common definitions from
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mathematics, we expect the later parse, because "*" (multiplication) has
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higher <em>precedence</em> than "+" (addition).</p>
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<p>There are many ways to handle this, but an elegant and efficient way is to
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use <a href=
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"http://en.wikipedia.org/wiki/Operator-precedence_parser">Operator-Precedence
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Parsing</a>. This parsing technique uses the precedence of binary operators to
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guide recursion. To start with, we need a table of precedences:</p>
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<div class="doc_code">
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<pre>
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(* binop_precedence - This holds the precedence for each binary operator that is
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* defined *)
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let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
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(* precedence - Get the precedence of the pending binary operator token. *)
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let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
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...
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let main () =
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(* Install standard binary operators.
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* 1 is the lowest precedence. *)
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Hashtbl.add Parser.binop_precedence '<' 10;
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Hashtbl.add Parser.binop_precedence '+' 20;
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Hashtbl.add Parser.binop_precedence '-' 20;
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Hashtbl.add Parser.binop_precedence '*' 40; (* highest. *)
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...
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</pre>
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</div>
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<p>For the basic form of Kaleidoscope, we will only support 4 binary operators
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(this can obviously be extended by you, our brave and intrepid reader). The
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<tt>Parser.precedence</tt> function returns the precedence for the current
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token, or -1 if the token is not a binary operator. Having a <tt>Hashtbl.t</tt>
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makes it easy to add new operators and makes it clear that the algorithm doesn't
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depend on the specific operators involved, but it would be easy enough to
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eliminate the <tt>Hashtbl.t</tt> and do the comparisons in the
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<tt>Parser.precedence</tt> function. (Or just use a fixed-size array).</p>
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<p>With the helper above defined, we can now start parsing binary expressions.
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The basic idea of operator precedence parsing is to break down an expression
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with potentially ambiguous binary operators into pieces. Consider ,for example,
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the expression "a+b+(c+d)*e*f+g". Operator precedence parsing considers this
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as a stream of primary expressions separated by binary operators. As such,
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it will first parse the leading primary expression "a", then it will see the
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pairs [+, b] [+, (c+d)] [*, e] [*, f] and [+, g]. Note that because parentheses
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are primary expressions, the binary expression parser doesn't need to worry
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about nested subexpressions like (c+d) at all.
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</p>
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<p>
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To start, an expression is a primary expression potentially followed by a
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sequence of [binop,primaryexpr] pairs:</p>
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<div class="doc_code">
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<pre>
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(* expression
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* ::= primary binoprhs *)
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and parse_expr = parser
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| [< lhs=parse_primary; stream >] -> parse_bin_rhs 0 lhs stream
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</pre>
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</div>
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<p><tt>Parser.parse_bin_rhs</tt> is the function that parses the sequence of
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pairs for us. It takes a precedence and a pointer to an expression for the part
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that has been parsed so far. Note that "x" is a perfectly valid expression: As
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such, "binoprhs" is allowed to be empty, in which case it returns the expression
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that is passed into it. In our example above, the code passes the expression for
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"a" into <tt>Parser.parse_bin_rhs</tt> and the current token is "+".</p>
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<p>The precedence value passed into <tt>Parser.parse_bin_rhs</tt> indicates the
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<em>minimal operator precedence</em> that the function is allowed to eat. For
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example, if the current pair stream is [+, x] and <tt>Parser.parse_bin_rhs</tt>
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is passed in a precedence of 40, it will not consume any tokens (because the
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precedence of '+' is only 20). With this in mind, <tt>Parser.parse_bin_rhs</tt>
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starts with:</p>
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<div class="doc_code">
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<pre>
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(* binoprhs
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* ::= ('+' primary)* *)
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and parse_bin_rhs expr_prec lhs stream =
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match Stream.peek stream with
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(* If this is a binop, find its precedence. *)
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| Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
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let token_prec = precedence c in
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(* If this is a binop that binds at least as tightly as the current binop,
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* consume it, otherwise we are done. *)
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if token_prec < expr_prec then lhs else begin
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</pre>
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</div>
|
|
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<p>This code gets the precedence of the current token and checks to see if if is
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too low. Because we defined invalid tokens to have a precedence of -1, this
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check implicitly knows that the pair-stream ends when the token stream runs out
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of binary operators. If this check succeeds, we know that the token is a binary
|
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operator and that it will be included in this expression:</p>
|
|
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<div class="doc_code">
|
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<pre>
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(* Eat the binop. *)
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Stream.junk stream;
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(* Okay, we know this is a binop. *)
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let rhs =
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match Stream.peek stream with
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| Some (Token.Kwd c2) ->
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</pre>
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</div>
|
|
|
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<p>As such, this code eats (and remembers) the binary operator and then parses
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the primary expression that follows. This builds up the whole pair, the first of
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which is [+, b] for the running example.</p>
|
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<p>Now that we parsed the left-hand side of an expression and one pair of the
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RHS sequence, we have to decide which way the expression associates. In
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particular, we could have "(a+b) binop unparsed" or "a + (b binop unparsed)".
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To determine this, we look ahead at "binop" to determine its precedence and
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compare it to BinOp's precedence (which is '+' in this case):</p>
|
|
|
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<div class="doc_code">
|
|
<pre>
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(* If BinOp binds less tightly with rhs than the operator after
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* rhs, let the pending operator take rhs as its lhs. *)
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let next_prec = precedence c2 in
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if token_prec < next_prec
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</pre>
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</div>
|
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<p>If the precedence of the binop to the right of "RHS" is lower or equal to the
|
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precedence of our current operator, then we know that the parentheses associate
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as "(a+b) binop ...". In our example, the current operator is "+" and the next
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operator is "+", we know that they have the same precedence. In this case we'll
|
|
create the AST node for "a+b", and then continue parsing:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
... if body omitted ...
|
|
in
|
|
|
|
(* Merge lhs/rhs. *)
|
|
let lhs = Ast.Binary (c, lhs, rhs) in
|
|
parse_bin_rhs expr_prec lhs stream
|
|
end
|
|
</pre>
|
|
</div>
|
|
|
|
<p>In our example above, this will turn "a+b+" into "(a+b)" and execute the next
|
|
iteration of the loop, with "+" as the current token. The code above will eat,
|
|
remember, and parse "(c+d)" as the primary expression, which makes the
|
|
current pair equal to [+, (c+d)]. It will then evaluate the 'if' conditional above with
|
|
"*" as the binop to the right of the primary. In this case, the precedence of "*" is
|
|
higher than the precedence of "+" so the if condition will be entered.</p>
|
|
|
|
<p>The critical question left here is "how can the if condition parse the right
|
|
hand side in full"? In particular, to build the AST correctly for our example,
|
|
it needs to get all of "(c+d)*e*f" as the RHS expression variable. The code to
|
|
do this is surprisingly simple (code from the above two blocks duplicated for
|
|
context):</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
match Stream.peek stream with
|
|
| Some (Token.Kwd c2) ->
|
|
(* If BinOp binds less tightly with rhs than the operator after
|
|
* rhs, let the pending operator take rhs as its lhs. *)
|
|
if token_prec < precedence c2
|
|
then <b>parse_bin_rhs (token_prec + 1) rhs stream</b>
|
|
else rhs
|
|
| _ -> rhs
|
|
in
|
|
|
|
(* Merge lhs/rhs. *)
|
|
let lhs = Ast.Binary (c, lhs, rhs) in
|
|
parse_bin_rhs expr_prec lhs stream
|
|
end
|
|
</pre>
|
|
</div>
|
|
|
|
<p>At this point, we know that the binary operator to the RHS of our primary
|
|
has higher precedence than the binop we are currently parsing. As such, we know
|
|
that any sequence of pairs whose operators are all higher precedence than "+"
|
|
should be parsed together and returned as "RHS". To do this, we recursively
|
|
invoke the <tt>Parser.parse_bin_rhs</tt> function specifying "token_prec+1" as
|
|
the minimum precedence required for it to continue. In our example above, this
|
|
will cause it to return the AST node for "(c+d)*e*f" as RHS, which is then set
|
|
as the RHS of the '+' expression.</p>
|
|
|
|
<p>Finally, on the next iteration of the while loop, the "+g" piece is parsed
|
|
and added to the AST. With this little bit of code (14 non-trivial lines), we
|
|
correctly handle fully general binary expression parsing in a very elegant way.
|
|
This was a whirlwind tour of this code, and it is somewhat subtle. I recommend
|
|
running through it with a few tough examples to see how it works.
|
|
</p>
|
|
|
|
<p>This wraps up handling of expressions. At this point, we can point the
|
|
parser at an arbitrary token stream and build an expression from it, stopping
|
|
at the first token that is not part of the expression. Next up we need to
|
|
handle function definitions, etc.</p>
|
|
|
|
</div>
|
|
|
|
<!-- *********************************************************************** -->
|
|
<div class="doc_section"><a name="parsertop">Parsing the Rest</a></div>
|
|
<!-- *********************************************************************** -->
|
|
|
|
<div class="doc_text">
|
|
|
|
<p>
|
|
The next thing missing is handling of function prototypes. In Kaleidoscope,
|
|
these are used both for 'extern' function declarations as well as function body
|
|
definitions. The code to do this is straight-forward and not very interesting
|
|
(once you've survived expressions):
|
|
</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
(* prototype
|
|
* ::= id '(' id* ')' *)
|
|
let parse_prototype =
|
|
let rec parse_args accumulator = parser
|
|
| [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
|
|
| [< >] -> accumulator
|
|
in
|
|
|
|
parser
|
|
| [< 'Token.Ident id;
|
|
'Token.Kwd '(' ?? "expected '(' in prototype";
|
|
args=parse_args [];
|
|
'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
|
|
(* success. *)
|
|
Ast.Prototype (id, Array.of_list (List.rev args))
|
|
|
|
| [< >] ->
|
|
raise (Stream.Error "expected function name in prototype")
|
|
</pre>
|
|
</div>
|
|
|
|
<p>Given this, a function definition is very simple, just a prototype plus
|
|
an expression to implement the body:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
(* definition ::= 'def' prototype expression *)
|
|
let parse_definition = parser
|
|
| [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
|
|
Ast.Function (p, e)
|
|
</pre>
|
|
</div>
|
|
|
|
<p>In addition, we support 'extern' to declare functions like 'sin' and 'cos' as
|
|
well as to support forward declaration of user functions. These 'extern's are just
|
|
prototypes with no body:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
(* external ::= 'extern' prototype *)
|
|
let parse_extern = parser
|
|
| [< 'Token.Extern; e=parse_prototype >] -> e
|
|
</pre>
|
|
</div>
|
|
|
|
<p>Finally, we'll also let the user type in arbitrary top-level expressions and
|
|
evaluate them on the fly. We will handle this by defining anonymous nullary
|
|
(zero argument) functions for them:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
(* toplevelexpr ::= expression *)
|
|
let parse_toplevel = parser
|
|
| [< e=parse_expr >] ->
|
|
(* Make an anonymous proto. *)
|
|
Ast.Function (Ast.Prototype ("", [||]), e)
|
|
</pre>
|
|
</div>
|
|
|
|
<p>Now that we have all the pieces, let's build a little driver that will let us
|
|
actually <em>execute</em> this code we've built!</p>
|
|
|
|
</div>
|
|
|
|
<!-- *********************************************************************** -->
|
|
<div class="doc_section"><a name="driver">The Driver</a></div>
|
|
<!-- *********************************************************************** -->
|
|
|
|
<div class="doc_text">
|
|
|
|
<p>The driver for this simply invokes all of the parsing pieces with a top-level
|
|
dispatch loop. There isn't much interesting here, so I'll just include the
|
|
top-level loop. See <a href="#code">below</a> for full code in the "Top-Level
|
|
Parsing" section.</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
(* top ::= definition | external | expression | ';' *)
|
|
let rec main_loop stream =
|
|
match Stream.peek stream with
|
|
| None -> ()
|
|
|
|
(* ignore top-level semicolons. *)
|
|
| Some (Token.Kwd ';') ->
|
|
Stream.junk stream;
|
|
main_loop stream
|
|
|
|
| Some token ->
|
|
begin
|
|
try match token with
|
|
| Token.Def ->
|
|
ignore(Parser.parse_definition stream);
|
|
print_endline "parsed a function definition.";
|
|
| Token.Extern ->
|
|
ignore(Parser.parse_extern stream);
|
|
print_endline "parsed an extern.";
|
|
| _ ->
|
|
(* Evaluate a top-level expression into an anonymous function. *)
|
|
ignore(Parser.parse_toplevel stream);
|
|
print_endline "parsed a top-level expr";
|
|
with Stream.Error s ->
|
|
(* Skip token for error recovery. *)
|
|
Stream.junk stream;
|
|
print_endline s;
|
|
end;
|
|
print_string "ready> "; flush stdout;
|
|
main_loop stream
|
|
</pre>
|
|
</div>
|
|
|
|
<p>The most interesting part of this is that we ignore top-level semicolons.
|
|
Why is this, you ask? The basic reason is that if you type "4 + 5" at the
|
|
command line, the parser doesn't know whether that is the end of what you will type
|
|
or not. For example, on the next line you could type "def foo..." in which case
|
|
4+5 is the end of a top-level expression. Alternatively you could type "* 6",
|
|
which would continue the expression. Having top-level semicolons allows you to
|
|
type "4+5;", and the parser will know you are done.</p>
|
|
|
|
</div>
|
|
|
|
<!-- *********************************************************************** -->
|
|
<div class="doc_section"><a name="conclusions">Conclusions</a></div>
|
|
<!-- *********************************************************************** -->
|
|
|
|
<div class="doc_text">
|
|
|
|
<p>With just under 300 lines of commented code (240 lines of non-comment,
|
|
non-blank code), we fully defined our minimal language, including a lexer,
|
|
parser, and AST builder. With this done, the executable will validate
|
|
Kaleidoscope code and tell us if it is grammatically invalid. For
|
|
example, here is a sample interaction:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
$ <b>./toy.byte</b>
|
|
ready> <b>def foo(x y) x+foo(y, 4.0);</b>
|
|
Parsed a function definition.
|
|
ready> <b>def foo(x y) x+y y;</b>
|
|
Parsed a function definition.
|
|
Parsed a top-level expr
|
|
ready> <b>def foo(x y) x+y );</b>
|
|
Parsed a function definition.
|
|
Error: unknown token when expecting an expression
|
|
ready> <b>extern sin(a);</b>
|
|
ready> Parsed an extern
|
|
ready> <b>^D</b>
|
|
$
|
|
</pre>
|
|
</div>
|
|
|
|
<p>There is a lot of room for extension here. You can define new AST nodes,
|
|
extend the language in many ways, etc. In the <a href="OCamlLangImpl3.html">
|
|
next installment</a>, we will describe how to generate LLVM Intermediate
|
|
Representation (IR) from the AST.</p>
|
|
|
|
</div>
|
|
|
|
<!-- *********************************************************************** -->
|
|
<div class="doc_section"><a name="code">Full Code Listing</a></div>
|
|
<!-- *********************************************************************** -->
|
|
|
|
<div class="doc_text">
|
|
|
|
<p>
|
|
Here is the complete code listing for this and the previous chapter.
|
|
Note that it is fully self-contained: you don't need LLVM or any external
|
|
libraries at all for this. (Besides the ocaml standard libraries, of
|
|
course.) To build this, just compile with:</p>
|
|
|
|
<div class="doc_code">
|
|
<pre>
|
|
# Compile
|
|
ocamlbuild toy.byte
|
|
# Run
|
|
./toy.byte
|
|
</pre>
|
|
</div>
|
|
|
|
<p>Here is the code:</p>
|
|
|
|
<dl>
|
|
<dt>_tags:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
<{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>token.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===----------------------------------------------------------------------===
|
|
* Lexer Tokens
|
|
*===----------------------------------------------------------------------===*)
|
|
|
|
(* The lexer returns these 'Kwd' if it is an unknown character, otherwise one of
|
|
* these others for known things. *)
|
|
type token =
|
|
(* commands *)
|
|
| Def | Extern
|
|
|
|
(* primary *)
|
|
| Ident of string | Number of float
|
|
|
|
(* unknown *)
|
|
| Kwd of char
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>lexer.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===----------------------------------------------------------------------===
|
|
* Lexer
|
|
*===----------------------------------------------------------------------===*)
|
|
|
|
let rec lex = parser
|
|
(* Skip any whitespace. *)
|
|
| [< ' (' ' | '\n' | '\r' | '\t'); stream >] -> lex stream
|
|
|
|
(* identifier: [a-zA-Z][a-zA-Z0-9] *)
|
|
| [< ' ('A' .. 'Z' | 'a' .. 'z' as c); stream >] ->
|
|
let buffer = Buffer.create 1 in
|
|
Buffer.add_char buffer c;
|
|
lex_ident buffer stream
|
|
|
|
(* number: [0-9.]+ *)
|
|
| [< ' ('0' .. '9' as c); stream >] ->
|
|
let buffer = Buffer.create 1 in
|
|
Buffer.add_char buffer c;
|
|
lex_number buffer stream
|
|
|
|
(* Comment until end of line. *)
|
|
| [< ' ('#'); stream >] ->
|
|
lex_comment stream
|
|
|
|
(* Otherwise, just return the character as its ascii value. *)
|
|
| [< 'c; stream >] ->
|
|
[< 'Token.Kwd c; lex stream >]
|
|
|
|
(* end of stream. *)
|
|
| [< >] -> [< >]
|
|
|
|
and lex_number buffer = parser
|
|
| [< ' ('0' .. '9' | '.' as c); stream >] ->
|
|
Buffer.add_char buffer c;
|
|
lex_number buffer stream
|
|
| [< stream=lex >] ->
|
|
[< 'Token.Number (float_of_string (Buffer.contents buffer)); stream >]
|
|
|
|
and lex_ident buffer = parser
|
|
| [< ' ('A' .. 'Z' | 'a' .. 'z' | '0' .. '9' as c); stream >] ->
|
|
Buffer.add_char buffer c;
|
|
lex_ident buffer stream
|
|
| [< stream=lex >] ->
|
|
match Buffer.contents buffer with
|
|
| "def" -> [< 'Token.Def; stream >]
|
|
| "extern" -> [< 'Token.Extern; stream >]
|
|
| id -> [< 'Token.Ident id; stream >]
|
|
|
|
and lex_comment = parser
|
|
| [< ' ('\n'); stream=lex >] -> stream
|
|
| [< 'c; e=lex_comment >] -> e
|
|
| [< >] -> [< >]
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>ast.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===----------------------------------------------------------------------===
|
|
* Abstract Syntax Tree (aka Parse Tree)
|
|
*===----------------------------------------------------------------------===*)
|
|
|
|
(* expr - Base type for all expression nodes. *)
|
|
type expr =
|
|
(* variant for numeric literals like "1.0". *)
|
|
| Number of float
|
|
|
|
(* variant for referencing a variable, like "a". *)
|
|
| Variable of string
|
|
|
|
(* variant for a binary operator. *)
|
|
| Binary of char * expr * expr
|
|
|
|
(* variant for function calls. *)
|
|
| Call of string * expr array
|
|
|
|
(* proto - This type represents the "prototype" for a function, which captures
|
|
* its name, and its argument names (thus implicitly the number of arguments the
|
|
* function takes). *)
|
|
type proto = Prototype of string * string array
|
|
|
|
(* func - This type represents a function definition itself. *)
|
|
type func = Function of proto * expr
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>parser.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===---------------------------------------------------------------------===
|
|
* Parser
|
|
*===---------------------------------------------------------------------===*)
|
|
|
|
(* binop_precedence - This holds the precedence for each binary operator that is
|
|
* defined *)
|
|
let binop_precedence:(char, int) Hashtbl.t = Hashtbl.create 10
|
|
|
|
(* precedence - Get the precedence of the pending binary operator token. *)
|
|
let precedence c = try Hashtbl.find binop_precedence c with Not_found -> -1
|
|
|
|
(* primary
|
|
* ::= identifier
|
|
* ::= numberexpr
|
|
* ::= parenexpr *)
|
|
let rec parse_primary = parser
|
|
(* numberexpr ::= number *)
|
|
| [< 'Token.Number n >] -> Ast.Number n
|
|
|
|
(* parenexpr ::= '(' expression ')' *)
|
|
| [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
|
|
|
|
(* identifierexpr
|
|
* ::= identifier
|
|
* ::= identifier '(' argumentexpr ')' *)
|
|
| [< 'Token.Ident id; stream >] ->
|
|
let rec parse_args accumulator = parser
|
|
| [< e=parse_expr; stream >] ->
|
|
begin parser
|
|
| [< 'Token.Kwd ','; e=parse_args (e :: accumulator) >] -> e
|
|
| [< >] -> e :: accumulator
|
|
end stream
|
|
| [< >] -> accumulator
|
|
in
|
|
let rec parse_ident id = parser
|
|
(* Call. *)
|
|
| [< 'Token.Kwd '(';
|
|
args=parse_args [];
|
|
'Token.Kwd ')' ?? "expected ')'">] ->
|
|
Ast.Call (id, Array.of_list (List.rev args))
|
|
|
|
(* Simple variable ref. *)
|
|
| [< >] -> Ast.Variable id
|
|
in
|
|
parse_ident id stream
|
|
|
|
| [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
|
|
|
|
(* binoprhs
|
|
* ::= ('+' primary)* *)
|
|
and parse_bin_rhs expr_prec lhs stream =
|
|
match Stream.peek stream with
|
|
(* If this is a binop, find its precedence. *)
|
|
| Some (Token.Kwd c) when Hashtbl.mem binop_precedence c ->
|
|
let token_prec = precedence c in
|
|
|
|
(* If this is a binop that binds at least as tightly as the current binop,
|
|
* consume it, otherwise we are done. *)
|
|
if token_prec < expr_prec then lhs else begin
|
|
(* Eat the binop. *)
|
|
Stream.junk stream;
|
|
|
|
(* Parse the primary expression after the binary operator. *)
|
|
let rhs = parse_primary stream in
|
|
|
|
(* Okay, we know this is a binop. *)
|
|
let rhs =
|
|
match Stream.peek stream with
|
|
| Some (Token.Kwd c2) ->
|
|
(* If BinOp binds less tightly with rhs than the operator after
|
|
* rhs, let the pending operator take rhs as its lhs. *)
|
|
let next_prec = precedence c2 in
|
|
if token_prec < next_prec
|
|
then parse_bin_rhs (token_prec + 1) rhs stream
|
|
else rhs
|
|
| _ -> rhs
|
|
in
|
|
|
|
(* Merge lhs/rhs. *)
|
|
let lhs = Ast.Binary (c, lhs, rhs) in
|
|
parse_bin_rhs expr_prec lhs stream
|
|
end
|
|
| _ -> lhs
|
|
|
|
(* expression
|
|
* ::= primary binoprhs *)
|
|
and parse_expr = parser
|
|
| [< lhs=parse_primary; stream >] -> parse_bin_rhs 0 lhs stream
|
|
|
|
(* prototype
|
|
* ::= id '(' id* ')' *)
|
|
let parse_prototype =
|
|
let rec parse_args accumulator = parser
|
|
| [< 'Token.Ident id; e=parse_args (id::accumulator) >] -> e
|
|
| [< >] -> accumulator
|
|
in
|
|
|
|
parser
|
|
| [< 'Token.Ident id;
|
|
'Token.Kwd '(' ?? "expected '(' in prototype";
|
|
args=parse_args [];
|
|
'Token.Kwd ')' ?? "expected ')' in prototype" >] ->
|
|
(* success. *)
|
|
Ast.Prototype (id, Array.of_list (List.rev args))
|
|
|
|
| [< >] ->
|
|
raise (Stream.Error "expected function name in prototype")
|
|
|
|
(* definition ::= 'def' prototype expression *)
|
|
let parse_definition = parser
|
|
| [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
|
|
Ast.Function (p, e)
|
|
|
|
(* toplevelexpr ::= expression *)
|
|
let parse_toplevel = parser
|
|
| [< e=parse_expr >] ->
|
|
(* Make an anonymous proto. *)
|
|
Ast.Function (Ast.Prototype ("", [||]), e)
|
|
|
|
(* external ::= 'extern' prototype *)
|
|
let parse_extern = parser
|
|
| [< 'Token.Extern; e=parse_prototype >] -> e
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>toplevel.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===----------------------------------------------------------------------===
|
|
* Top-Level parsing and JIT Driver
|
|
*===----------------------------------------------------------------------===*)
|
|
|
|
(* top ::= definition | external | expression | ';' *)
|
|
let rec main_loop stream =
|
|
match Stream.peek stream with
|
|
| None -> ()
|
|
|
|
(* ignore top-level semicolons. *)
|
|
| Some (Token.Kwd ';') ->
|
|
Stream.junk stream;
|
|
main_loop stream
|
|
|
|
| Some token ->
|
|
begin
|
|
try match token with
|
|
| Token.Def ->
|
|
ignore(Parser.parse_definition stream);
|
|
print_endline "parsed a function definition.";
|
|
| Token.Extern ->
|
|
ignore(Parser.parse_extern stream);
|
|
print_endline "parsed an extern.";
|
|
| _ ->
|
|
(* Evaluate a top-level expression into an anonymous function. *)
|
|
ignore(Parser.parse_toplevel stream);
|
|
print_endline "parsed a top-level expr";
|
|
with Stream.Error s ->
|
|
(* Skip token for error recovery. *)
|
|
Stream.junk stream;
|
|
print_endline s;
|
|
end;
|
|
print_string "ready> "; flush stdout;
|
|
main_loop stream
|
|
</pre>
|
|
</dd>
|
|
|
|
<dt>toy.ml:</dt>
|
|
<dd class="doc_code">
|
|
<pre>
|
|
(*===----------------------------------------------------------------------===
|
|
* Main driver code.
|
|
*===----------------------------------------------------------------------===*)
|
|
|
|
let main () =
|
|
(* Install standard binary operators.
|
|
* 1 is the lowest precedence. *)
|
|
Hashtbl.add Parser.binop_precedence '<' 10;
|
|
Hashtbl.add Parser.binop_precedence '+' 20;
|
|
Hashtbl.add Parser.binop_precedence '-' 20;
|
|
Hashtbl.add Parser.binop_precedence '*' 40; (* highest. *)
|
|
|
|
(* Prime the first token. *)
|
|
print_string "ready> "; flush stdout;
|
|
let stream = Lexer.lex (Stream.of_channel stdin) in
|
|
|
|
(* Run the main "interpreter loop" now. *)
|
|
Toplevel.main_loop stream;
|
|
;;
|
|
|
|
main ()
|
|
</pre>
|
|
</dd>
|
|
</dl>
|
|
|
|
<a href="OCamlLangImpl3.html">Next: Implementing Code Generation to LLVM IR</a>
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</div>
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<address>
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<a href="mailto:sabre@nondot.org">Chris Lattner</a>
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<a href="mailto:erickt@users.sourceforge.net">Erick Tryzelaar</a><br>
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<a href="http://llvm.org">The LLVM Compiler Infrastructure</a><br>
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