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			900 lines
		
	
	
		
			34 KiB
		
	
	
	
		
			ReStructuredText
		
	
	
	
===========================================
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Kaleidoscope: Implementing a Parser and AST
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===========================================
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.. contents::
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   :local:
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Chapter 2 Introduction
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======================
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Welcome to Chapter 2 of the "`Implementing a language with LLVM in
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Objective Caml <index.html>`_" tutorial. This chapter shows you how to
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use the lexer, built in `Chapter 1 <OCamlLangImpl1.html>`_, to build a
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full `parser <http://en.wikipedia.org/wiki/Parsing>`_ for our
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Kaleidoscope language. Once we have a parser, we'll define and build an
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`Abstract Syntax
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Tree <http://en.wikipedia.org/wiki/Abstract_syntax_tree>`_ (AST).
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The parser we will build uses a combination of `Recursive Descent
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Parsing <http://en.wikipedia.org/wiki/Recursive_descent_parser>`_ and
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`Operator-Precedence
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Parsing <http://en.wikipedia.org/wiki/Operator-precedence_parser>`_ to
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parse the Kaleidoscope language (the latter for binary expressions and
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the former for everything else). Before we get to parsing though, lets
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talk about the output of the parser: the Abstract Syntax Tree.
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The Abstract Syntax Tree (AST)
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==============================
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The AST for a program captures its behavior in such a way that it is
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easy for later stages of the compiler (e.g. code generation) to
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interpret. We basically want one object for each construct in the
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language, and the AST should closely model the language. In
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Kaleidoscope, we have expressions, a prototype, and a function object.
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We'll start with expressions first:
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.. code-block:: ocaml
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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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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
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about this code is that the Number variant captures the numeric value of
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the literal as an instance variable. This allows later phases of the
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compiler to know what the stored numeric value is.
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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
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we'll use in the basic form of the Kaleidoscope language:
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.. code-block:: ocaml
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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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This is all (intentionally) rather straight-forward: variables capture
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the variable name, binary operators capture their opcode (e.g. '+'), and
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calls capture a function name as well as a list of any argument
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expressions. One thing that is nice about our AST is that it captures
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the language features without talking about the syntax of the language.
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Note that there is no discussion about precedence of binary operators,
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lexical structure, etc.
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For our basic language, these are all of the expression nodes we'll
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define. Because it doesn't have conditional control flow, it isn't
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Turing-complete; we'll fix that in a later installment. The two things
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we need next are a way to talk about the interface to a function, and a
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way to talk about functions themselves:
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.. code-block:: ocaml
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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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In Kaleidoscope, functions are typed with just a count of their
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arguments. Since all values are double precision floating point, the
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type of each argument doesn't need to be stored anywhere. In a more
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aggressive and realistic language, the "expr" variants would probably
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have a type field.
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With this scaffolding, we can now talk about parsing expressions and
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function bodies in Kaleidoscope.
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Parser Basics
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=============
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Now that we have an AST to build, we need to define the parser code to
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build it. The idea here is that we want to parse something like "x+y"
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(which is returned as three tokens by the lexer) into an AST that could
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be generated with calls like this:
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.. code-block:: ocaml
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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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The error handling routines make use of the builtin ``Stream.Failure``
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and ``Stream.Error``s. ``Stream.Failure`` 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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``Stream.Error`` 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
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return types.
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With these basic types and exceptions, we can implement the first piece
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of our grammar: numeric literals.
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Basic Expression Parsing
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========================
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We start with numeric literals, because they are the simplest to
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process. For each production in our grammar, we'll define a function
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which parses that production. We call this class of expressions
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"primary" expressions, for reasons that will become more clear `later in
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the tutorial <OCamlLangImpl6.html#user-defined-unary-operators>`_. In order to parse an
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arbitrary primary expression, we need to determine what sort of
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expression it is. For numeric literals, we have:
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.. code-block:: ocaml
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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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This routine is very simple: it expects to be called when the current
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token is a ``Token.Number`` token. It takes the current number value,
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creates a ``Ast.Number`` node, advances the lexer to the next token, and
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finally returns.
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There are some interesting aspects to this. The most important one is
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that this routine eats all of the tokens that correspond to the
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production and returns the lexer buffer with the next token (which is
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not part of the grammar production) ready to go. This is a fairly
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standard way to go for recursive descent parsers. For a better example,
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the parenthesis operator is defined like this:
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.. code-block:: ocaml
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      (* parenexpr ::= '(' expression ')' *)
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      | [< 'Token.Kwd '('; e=parse_expr; 'Token.Kwd ')' ?? "expected ')'" >] -> e
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This function illustrates a number of interesting things about the
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parser:
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1) It shows how we use the ``Stream.Error`` exception. When called, this
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function expects that the current token is a '(' token, but after
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parsing the subexpression, it is possible that there is no ')' waiting.
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For example, if the user types in "(4 x" instead of "(4)", the parser
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should emit an error. Because errors can occur, the parser needs a way
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to indicate that they happened. In our parser, we use the camlp4
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shortcut syntax ``token ?? "parse error"``, where if the token before
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the ``??`` does not match, then ``Stream.Error "parse error"`` will be
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raised.
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2) Another interesting aspect of this function is that it uses recursion
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by calling ``Parser.parse_primary`` (we will soon see that
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``Parser.parse_primary`` can call ``Parser.parse_primary``). This is
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powerful because it allows us to handle recursive grammars, and keeps
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each production very simple. Note that parentheses do not cause
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construction of AST nodes themselves. While we could do it this way, the
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most important role of parentheses are to guide the parser and provide
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grouping. Once the parser constructs the AST, parentheses are not
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needed.
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The next simple production is for handling variable references and
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function calls:
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.. code-block:: ocaml
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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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This routine follows the same style as the other routines. (It expects
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to be called if the current token is a ``Token.Ident`` token). It also
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has recursion and error handling. One interesting aspect of this is that
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it uses *look-ahead* to determine if the current identifier is a stand
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alone variable reference or if it is a function call expression. It
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handles this by checking to see if the token after the identifier is a
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'(' token, constructing either a ``Ast.Variable`` or ``Ast.Call`` node
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as appropriate.
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We finish up by raising an exception if we received a token we didn't
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expect:
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.. code-block:: ocaml
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      | [< >] -> raise (Stream.Error "unknown token when expecting an expression.")
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Now that basic expressions are handled, we need to handle binary
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expressions. They are a bit more complex.
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Binary Expression Parsing
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=========================
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Binary expressions are significantly harder to parse because they are
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often ambiguous. For example, when given the string "x+y\*z", the parser
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can choose to parse it as either "(x+y)\*z" or "x+(y\*z)". With common
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definitions from mathematics, we expect the later parse, because "\*"
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(multiplication) has higher *precedence* than "+" (addition).
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There are many ways to handle this, but an elegant and efficient way is
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to use `Operator-Precedence
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Parsing <http://en.wikipedia.org/wiki/Operator-precedence_parser>`_.
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This parsing technique uses the precedence of binary operators to guide
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recursion. To start with, we need a table of precedences:
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.. code-block:: ocaml
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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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For the basic form of Kaleidoscope, we will only support 4 binary
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operators (this can obviously be extended by you, our brave and intrepid
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reader). The ``Parser.precedence`` function returns the precedence for
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the current token, or -1 if the token is not a binary operator. Having a
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``Hashtbl.t`` makes it easy to add new operators and makes it clear that
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the algorithm doesn't depend on the specific operators involved, but it
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would be easy enough to eliminate the ``Hashtbl.t`` and do the
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comparisons in the ``Parser.precedence`` function. (Or just use a
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fixed-size array).
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With the helper above defined, we can now start parsing binary
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expressions. The basic idea of operator precedence parsing is to break
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down an expression with potentially ambiguous binary operators into
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pieces. Consider, for example, the expression "a+b+(c+d)\*e\*f+g".
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Operator precedence parsing considers this as a stream of primary
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expressions separated by binary operators. As such, it will first parse
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the leading primary expression "a", then it will see the pairs [+, b]
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[+, (c+d)] [\*, e] [\*, f] and [+, g]. Note that because parentheses are
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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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To start, an expression is a primary expression potentially followed by
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a sequence of [binop,primaryexpr] pairs:
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.. code-block:: ocaml
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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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``Parser.parse_bin_rhs`` 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
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the part that has been parsed so far. Note that "x" is a perfectly valid
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expression: As such, "binoprhs" is allowed to be empty, in which case it
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returns the expression that is passed into it. In our example above, the
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code passes the expression for "a" into ``Parser.parse_bin_rhs`` and the
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current token is "+".
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The precedence value passed into ``Parser.parse_bin_rhs`` indicates the
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*minimal operator precedence* that the function is allowed to eat. For
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example, if the current pair stream is [+, x] and
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``Parser.parse_bin_rhs`` is passed in a precedence of 40, it will not
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consume any tokens (because the precedence of '+' is only 20). With this
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in mind, ``Parser.parse_bin_rhs`` starts with:
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.. code-block:: ocaml
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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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This code gets the precedence of the current token and checks to see if
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if is too low. Because we defined invalid tokens to have a precedence of
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-1, this check implicitly knows that the pair-stream ends when the token
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stream runs out of binary operators. If this check succeeds, we know
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that the token is a binary operator and that it will be included in this
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expression:
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.. code-block:: ocaml
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            (* Eat the binop. *)
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            Stream.junk stream;
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            (* Parse the primary expression after the binary operator *)
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            let rhs = parse_primary stream in
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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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As such, this code eats (and remembers) the binary operator and then
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parses the primary expression that follows. This builds up the whole
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pair, the first of which is [+, b] for the running example.
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Now that we parsed the left-hand side of an expression and one pair of
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the RHS sequence, we have to decide which way the expression associates.
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In particular, we could have "(a+b) binop unparsed" or "a + (b binop
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unparsed)". To determine this, we look ahead at "binop" to determine its
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precedence and compare it to BinOp's precedence (which is '+' in this
 | 
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case):
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.. code-block:: ocaml
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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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If the precedence of the binop to the right of "RHS" is lower or equal
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to the precedence of our current operator, then we know that the
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parentheses associate as "(a+b) binop ...". In our example, the current
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operator is "+" and the next operator is "+", we know that they have the
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same precedence. In this case we'll create the AST node for "a+b", and
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then continue parsing:
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.. code-block:: ocaml
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              ... if body omitted ...
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            in
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            (* Merge lhs/rhs. *)
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            let lhs = Ast.Binary (c, lhs, rhs) in
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            parse_bin_rhs expr_prec lhs stream
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          end
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In our example above, this will turn "a+b+" into "(a+b)" and execute the
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next iteration of the loop, with "+" as the current token. The code
 | 
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above will eat, remember, and parse "(c+d)" as the primary expression,
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which makes the current pair equal to [+, (c+d)]. It will then evaluate
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the 'if' conditional above with "\*" as the binop to the right of the
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primary. In this case, the precedence of "\*" is higher than the
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precedence of "+" so the if condition will be entered.
 | 
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The critical question left here is "how can the if condition parse the
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right hand side in full"? In particular, to build the AST correctly for
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our example, it needs to get all of "(c+d)\*e\*f" as the RHS expression
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variable. The code to do this is surprisingly simple (code from the
 | 
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above two blocks duplicated for context):
 | 
						|
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.. code-block:: ocaml
 | 
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              match Stream.peek stream with
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              | Some (Token.Kwd c2) ->
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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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                  if token_prec < precedence c2
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                  then parse_bin_rhs (token_prec + 1) rhs stream
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                  else rhs
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              | _ -> rhs
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            in
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            (* Merge lhs/rhs. *)
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            let lhs = Ast.Binary (c, lhs, rhs) in
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            parse_bin_rhs expr_prec lhs stream
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          end
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At this point, we know that the binary operator to the RHS of our
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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 ``Parser.parse_bin_rhs``
 | 
						|
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.
 | 
						|
 | 
						|
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.
 | 
						|
 | 
						|
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.
 | 
						|
 | 
						|
Parsing the Rest
 | 
						|
================
 | 
						|
 | 
						|
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):
 | 
						|
 | 
						|
.. code-block:: ocaml
 | 
						|
 | 
						|
    (* 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")
 | 
						|
 | 
						|
Given this, a function definition is very simple, just a prototype plus
 | 
						|
an expression to implement the body:
 | 
						|
 | 
						|
.. code-block:: ocaml
 | 
						|
 | 
						|
    (* definition ::= 'def' prototype expression *)
 | 
						|
    let parse_definition = parser
 | 
						|
      | [< 'Token.Def; p=parse_prototype; e=parse_expr >] ->
 | 
						|
          Ast.Function (p, e)
 | 
						|
 | 
						|
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:
 | 
						|
 | 
						|
.. code-block:: ocaml
 | 
						|
 | 
						|
    (*  external ::= 'extern' prototype *)
 | 
						|
    let parse_extern = parser
 | 
						|
      | [< 'Token.Extern; e=parse_prototype >] -> e
 | 
						|
 | 
						|
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:
 | 
						|
 | 
						|
.. code-block:: ocaml
 | 
						|
 | 
						|
    (* toplevelexpr ::= expression *)
 | 
						|
    let parse_toplevel = parser
 | 
						|
      | [< e=parse_expr >] ->
 | 
						|
          (* Make an anonymous proto. *)
 | 
						|
          Ast.Function (Ast.Prototype ("", [||]), e)
 | 
						|
 | 
						|
Now that we have all the pieces, let's build a little driver that will
 | 
						|
let us actually *execute* this code we've built!
 | 
						|
 | 
						|
The Driver
 | 
						|
==========
 | 
						|
 | 
						|
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 `below <#full-code-listing>`_ for full code in the
 | 
						|
"Top-Level Parsing" section.
 | 
						|
 | 
						|
.. code-block:: ocaml
 | 
						|
 | 
						|
    (* 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
 | 
						|
 | 
						|
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.
 | 
						|
 | 
						|
Conclusions
 | 
						|
===========
 | 
						|
 | 
						|
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:
 | 
						|
 | 
						|
.. code-block:: bash
 | 
						|
 | 
						|
    $ ./toy.byte
 | 
						|
    ready> def foo(x y) x+foo(y, 4.0);
 | 
						|
    Parsed a function definition.
 | 
						|
    ready> def foo(x y) x+y y;
 | 
						|
    Parsed a function definition.
 | 
						|
    Parsed a top-level expr
 | 
						|
    ready> def foo(x y) x+y );
 | 
						|
    Parsed a function definition.
 | 
						|
    Error: unknown token when expecting an expression
 | 
						|
    ready> extern sin(a);
 | 
						|
    ready> Parsed an extern
 | 
						|
    ready> ^D
 | 
						|
    $
 | 
						|
 | 
						|
There is a lot of room for extension here. You can define new AST nodes,
 | 
						|
extend the language in many ways, etc. In the `next
 | 
						|
installment <OCamlLangImpl3.html>`_, we will describe how to generate
 | 
						|
LLVM Intermediate Representation (IR) from the AST.
 | 
						|
 | 
						|
Full Code Listing
 | 
						|
=================
 | 
						|
 | 
						|
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:
 | 
						|
 | 
						|
.. code-block:: bash
 | 
						|
 | 
						|
    # Compile
 | 
						|
    ocamlbuild toy.byte
 | 
						|
    # Run
 | 
						|
    ./toy.byte
 | 
						|
 | 
						|
Here is the code:
 | 
						|
 | 
						|
\_tags:
 | 
						|
    ::
 | 
						|
 | 
						|
        <{lexer,parser}.ml>: use_camlp4, pp(camlp4of)
 | 
						|
 | 
						|
token.ml:
 | 
						|
    .. code-block:: ocaml
 | 
						|
 | 
						|
        (*===----------------------------------------------------------------------===
 | 
						|
         * 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
 | 
						|
 | 
						|
lexer.ml:
 | 
						|
    .. code-block:: ocaml
 | 
						|
 | 
						|
        (*===----------------------------------------------------------------------===
 | 
						|
         * 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
 | 
						|
          | [< >] -> [< >]
 | 
						|
 | 
						|
ast.ml:
 | 
						|
    .. code-block:: ocaml
 | 
						|
 | 
						|
        (*===----------------------------------------------------------------------===
 | 
						|
         * 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
 | 
						|
 | 
						|
parser.ml:
 | 
						|
    .. code-block:: ocaml
 | 
						|
 | 
						|
        (*===---------------------------------------------------------------------===
 | 
						|
         * 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
 | 
						|
 | 
						|
toplevel.ml:
 | 
						|
    .. code-block:: ocaml
 | 
						|
 | 
						|
        (*===----------------------------------------------------------------------===
 | 
						|
         * 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
 | 
						|
 | 
						|
toy.ml:
 | 
						|
    .. code-block:: ocaml
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        (*===----------------------------------------------------------------------===
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         * Main driver code.
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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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          (* Prime the first token. *)
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          print_string "ready> "; flush stdout;
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          let stream = Lexer.lex (Stream.of_channel stdin) in
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          (* Run the main "interpreter loop" now. *)
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          Toplevel.main_loop stream;
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        ;;
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        main ()
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`Next: Implementing Code Generation to LLVM IR <OCamlLangImpl3.html>`_
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