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1===========================================
2Kaleidoscope: Implementing a Parser and AST
3===========================================
4
5.. contents::
6   :local:
7
8Chapter 2 Introduction
9======================
10
11Welcome to Chapter 2 of the "`Implementing a language with
12LLVM <index.html>`_" tutorial. This chapter shows you how to use the
13lexer, built in `Chapter 1 <LangImpl01.html>`_, to build a full
14`parser <http://en.wikipedia.org/wiki/Parsing>`_ for our Kaleidoscope
15language. Once we have a parser, we'll define and build an `Abstract
16Syntax Tree <http://en.wikipedia.org/wiki/Abstract_syntax_tree>`_ (AST).
17
18The parser we will build uses a combination of `Recursive Descent
19Parsing <http://en.wikipedia.org/wiki/Recursive_descent_parser>`_ and
20`Operator-Precedence
21Parsing <http://en.wikipedia.org/wiki/Operator-precedence_parser>`_ to
22parse the Kaleidoscope language (the latter for binary expressions and
23the former for everything else). Before we get to parsing though, let's
24talk about the output of the parser: the Abstract Syntax Tree.
25
26The Abstract Syntax Tree (AST)
27==============================
28
29The AST for a program captures its behavior in such a way that it is
30easy for later stages of the compiler (e.g. code generation) to
31interpret. We basically want one object for each construct in the
32language, and the AST should closely model the language. In
33Kaleidoscope, we have expressions, a prototype, and a function object.
34We'll start with expressions first:
35
36.. code-block:: c++
37
38    /// ExprAST - Base class for all expression nodes.
39    class ExprAST {
40    public:
41      virtual ~ExprAST() {}
42    };
43
44    /// NumberExprAST - Expression class for numeric literals like "1.0".
45    class NumberExprAST : public ExprAST {
46      double Val;
47
48    public:
49      NumberExprAST(double Val) : Val(Val) {}
50    };
51
52The code above shows the definition of the base ExprAST class and one
53subclass which we use for numeric literals. The important thing to note
54about this code is that the NumberExprAST class captures the numeric
55value of the literal as an instance variable. This allows later phases
56of the compiler to know what the stored numeric value is.
57
58Right now we only create the AST, so there are no useful accessor
59methods on them. It would be very easy to add a virtual method to pretty
60print the code, for example. Here are the other expression AST node
61definitions that we'll use in the basic form of the Kaleidoscope
62language:
63
64.. code-block:: c++
65
66    /// VariableExprAST - Expression class for referencing a variable, like "a".
67    class VariableExprAST : public ExprAST {
68      std::string Name;
69
70    public:
71      VariableExprAST(const std::string &Name) : Name(Name) {}
72    };
73
74    /// BinaryExprAST - Expression class for a binary operator.
75    class BinaryExprAST : public ExprAST {
76      char Op;
77      std::unique_ptr<ExprAST> LHS, RHS;
78
79    public:
80      BinaryExprAST(char op, std::unique_ptr<ExprAST> LHS,
81                    std::unique_ptr<ExprAST> RHS)
82        : Op(op), LHS(std::move(LHS)), RHS(std::move(RHS)) {}
83    };
84
85    /// CallExprAST - Expression class for function calls.
86    class CallExprAST : public ExprAST {
87      std::string Callee;
88      std::vector<std::unique_ptr<ExprAST>> Args;
89
90    public:
91      CallExprAST(const std::string &Callee,
92                  std::vector<std::unique_ptr<ExprAST>> Args)
93        : Callee(Callee), Args(std::move(Args)) {}
94    };
95
96This is all (intentionally) rather straight-forward: variables capture
97the variable name, binary operators capture their opcode (e.g. '+'), and
98calls capture a function name as well as a list of any argument
99expressions. One thing that is nice about our AST is that it captures
100the language features without talking about the syntax of the language.
101Note that there is no discussion about precedence of binary operators,
102lexical structure, etc.
103
104For our basic language, these are all of the expression nodes we'll
105define. Because it doesn't have conditional control flow, it isn't
106Turing-complete; we'll fix that in a later installment. The two things
107we need next are a way to talk about the interface to a function, and a
108way to talk about functions themselves:
109
110.. code-block:: c++
111
112    /// PrototypeAST - This class represents the "prototype" for a function,
113    /// which captures its name, and its argument names (thus implicitly the number
114    /// of arguments the function takes).
115    class PrototypeAST {
116      std::string Name;
117      std::vector<std::string> Args;
118
119    public:
120      PrototypeAST(const std::string &name, std::vector<std::string> Args)
121        : Name(name), Args(std::move(Args)) {}
122
123      const std::string &getName() const { return Name; }
124    };
125
126    /// FunctionAST - This class represents a function definition itself.
127    class FunctionAST {
128      std::unique_ptr<PrototypeAST> Proto;
129      std::unique_ptr<ExprAST> Body;
130
131    public:
132      FunctionAST(std::unique_ptr<PrototypeAST> Proto,
133                  std::unique_ptr<ExprAST> Body)
134        : Proto(std::move(Proto)), Body(std::move(Body)) {}
135    };
136
137In Kaleidoscope, functions are typed with just a count of their
138arguments. Since all values are double precision floating point, the
139type of each argument doesn't need to be stored anywhere. In a more
140aggressive and realistic language, the "ExprAST" class would probably
141have a type field.
142
143With this scaffolding, we can now talk about parsing expressions and
144function bodies in Kaleidoscope.
145
146Parser Basics
147=============
148
149Now that we have an AST to build, we need to define the parser code to
150build it. The idea here is that we want to parse something like "x+y"
151(which is returned as three tokens by the lexer) into an AST that could
152be generated with calls like this:
153
154.. code-block:: c++
155
156      auto LHS = llvm::make_unique<VariableExprAST>("x");
157      auto RHS = llvm::make_unique<VariableExprAST>("y");
158      auto Result = std::make_unique<BinaryExprAST>('+', std::move(LHS),
159                                                    std::move(RHS));
160
161In order to do this, we'll start by defining some basic helper routines:
162
163.. code-block:: c++
164
165    /// CurTok/getNextToken - Provide a simple token buffer.  CurTok is the current
166    /// token the parser is looking at.  getNextToken reads another token from the
167    /// lexer and updates CurTok with its results.
168    static int CurTok;
169    static int getNextToken() {
170      return CurTok = gettok();
171    }
172
173This implements a simple token buffer around the lexer. This allows us
174to look one token ahead at what the lexer is returning. Every function
175in our parser will assume that CurTok is the current token that needs to
176be parsed.
177
178.. code-block:: c++
179
180
181    /// LogError* - These are little helper functions for error handling.
182    std::unique_ptr<ExprAST> LogError(const char *Str) {
183      fprintf(stderr, "LogError: %s\n", Str);
184      return nullptr;
185    }
186    std::unique_ptr<PrototypeAST> LogErrorP(const char *Str) {
187      LogError(Str);
188      return nullptr;
189    }
190
191The ``LogError`` routines are simple helper routines that our parser will
192use to handle errors. The error recovery in our parser will not be the
193best and is not particular user-friendly, but it will be enough for our
194tutorial. These routines make it easier to handle errors in routines
195that have various return types: they always return null.
196
197With these basic helper functions, we can implement the first piece of
198our grammar: numeric literals.
199
200Basic Expression Parsing
201========================
202
203We start with numeric literals, because they are the simplest to
204process. For each production in our grammar, we'll define a function
205which parses that production. For numeric literals, we have:
206
207.. code-block:: c++
208
209    /// numberexpr ::= number
210    static std::unique_ptr<ExprAST> ParseNumberExpr() {
211      auto Result = llvm::make_unique<NumberExprAST>(NumVal);
212      getNextToken(); // consume the number
213      return std::move(Result);
214    }
215
216This routine is very simple: it expects to be called when the current
217token is a ``tok_number`` token. It takes the current number value,
218creates a ``NumberExprAST`` node, advances the lexer to the next token,
219and finally returns.
220
221There are some interesting aspects to this. The most important one is
222that this routine eats all of the tokens that correspond to the
223production and returns the lexer buffer with the next token (which is
224not part of the grammar production) ready to go. This is a fairly
225standard way to go for recursive descent parsers. For a better example,
226the parenthesis operator is defined like this:
227
228.. code-block:: c++
229
230    /// parenexpr ::= '(' expression ')'
231    static std::unique_ptr<ExprAST> ParseParenExpr() {
232      getNextToken(); // eat (.
233      auto V = ParseExpression();
234      if (!V)
235        return nullptr;
236
237      if (CurTok != ')')
238        return LogError("expected ')'");
239      getNextToken(); // eat ).
240      return V;
241    }
242
243This function illustrates a number of interesting things about the
244parser:
245
2461) It shows how we use the LogError routines. When called, this function
247expects that the current token is a '(' token, but after parsing the
248subexpression, it is possible that there is no ')' waiting. For example,
249if the user types in "(4 x" instead of "(4)", the parser should emit an
250error. Because errors can occur, the parser needs a way to indicate that
251they happened: in our parser, we return null on an error.
252
2532) Another interesting aspect of this function is that it uses recursion
254by calling ``ParseExpression`` (we will soon see that
255``ParseExpression`` can call ``ParseParenExpr``). This is powerful
256because it allows us to handle recursive grammars, and keeps each
257production very simple. Note that parentheses do not cause construction
258of AST nodes themselves. While we could do it this way, the most
259important role of parentheses are to guide the parser and provide
260grouping. Once the parser constructs the AST, parentheses are not
261needed.
262
263The next simple production is for handling variable references and
264function calls:
265
266.. code-block:: c++
267
268    /// identifierexpr
269    ///   ::= identifier
270    ///   ::= identifier '(' expression* ')'
271    static std::unique_ptr<ExprAST> ParseIdentifierExpr() {
272      std::string IdName = IdentifierStr;
273
274      getNextToken();  // eat identifier.
275
276      if (CurTok != '(') // Simple variable ref.
277        return llvm::make_unique<VariableExprAST>(IdName);
278
279      // Call.
280      getNextToken();  // eat (
281      std::vector<std::unique_ptr<ExprAST>> Args;
282      if (CurTok != ')') {
283        while (1) {
284          if (auto Arg = ParseExpression())
285            Args.push_back(std::move(Arg));
286          else
287            return nullptr;
288
289          if (CurTok == ')')
290            break;
291
292          if (CurTok != ',')
293            return LogError("Expected ')' or ',' in argument list");
294          getNextToken();
295        }
296      }
297
298      // Eat the ')'.
299      getNextToken();
300
301      return llvm::make_unique<CallExprAST>(IdName, std::move(Args));
302    }
303
304This routine follows the same style as the other routines. (It expects
305to be called if the current token is a ``tok_identifier`` token). It
306also has recursion and error handling. One interesting aspect of this is
307that it uses *look-ahead* to determine if the current identifier is a
308stand alone variable reference or if it is a function call expression.
309It handles this by checking to see if the token after the identifier is
310a '(' token, constructing either a ``VariableExprAST`` or
311``CallExprAST`` node as appropriate.
312
313Now that we have all of our simple expression-parsing logic in place, we
314can define a helper function to wrap it together into one entry point.
315We call this class of expressions "primary" expressions, for reasons
316that will become more clear `later in the
317tutorial <LangImpl6.html#user-defined-unary-operators>`_. In order to parse an arbitrary
318primary expression, we need to determine what sort of expression it is:
319
320.. code-block:: c++
321
322    /// primary
323    ///   ::= identifierexpr
324    ///   ::= numberexpr
325    ///   ::= parenexpr
326    static std::unique_ptr<ExprAST> ParsePrimary() {
327      switch (CurTok) {
328      default:
329        return LogError("unknown token when expecting an expression");
330      case tok_identifier:
331        return ParseIdentifierExpr();
332      case tok_number:
333        return ParseNumberExpr();
334      case '(':
335        return ParseParenExpr();
336      }
337    }
338
339Now that you see the definition of this function, it is more obvious why
340we can assume the state of CurTok in the various functions. This uses
341look-ahead to determine which sort of expression is being inspected, and
342then parses it with a function call.
343
344Now that basic expressions are handled, we need to handle binary
345expressions. They are a bit more complex.
346
347Binary Expression Parsing
348=========================
349
350Binary expressions are significantly harder to parse because they are
351often ambiguous. For example, when given the string "x+y\*z", the parser
352can choose to parse it as either "(x+y)\*z" or "x+(y\*z)". With common
353definitions from mathematics, we expect the later parse, because "\*"
354(multiplication) has higher *precedence* than "+" (addition).
355
356There are many ways to handle this, but an elegant and efficient way is
357to use `Operator-Precedence
358Parsing <http://en.wikipedia.org/wiki/Operator-precedence_parser>`_.
359This parsing technique uses the precedence of binary operators to guide
360recursion. To start with, we need a table of precedences:
361
362.. code-block:: c++
363
364    /// BinopPrecedence - This holds the precedence for each binary operator that is
365    /// defined.
366    static std::map<char, int> BinopPrecedence;
367
368    /// GetTokPrecedence - Get the precedence of the pending binary operator token.
369    static int GetTokPrecedence() {
370      if (!isascii(CurTok))
371        return -1;
372
373      // Make sure it's a declared binop.
374      int TokPrec = BinopPrecedence[CurTok];
375      if (TokPrec <= 0) return -1;
376      return TokPrec;
377    }
378
379    int main() {
380      // Install standard binary operators.
381      // 1 is lowest precedence.
382      BinopPrecedence['<'] = 10;
383      BinopPrecedence['+'] = 20;
384      BinopPrecedence['-'] = 20;
385      BinopPrecedence['*'] = 40;  // highest.
386      ...
387    }
388
389For the basic form of Kaleidoscope, we will only support 4 binary
390operators (this can obviously be extended by you, our brave and intrepid
391reader). The ``GetTokPrecedence`` function returns the precedence for
392the current token, or -1 if the token is not a binary operator. Having a
393map makes it easy to add new operators and makes it clear that the
394algorithm doesn't depend on the specific operators involved, but it
395would be easy enough to eliminate the map and do the comparisons in the
396``GetTokPrecedence`` function. (Or just use a fixed-size array).
397
398With the helper above defined, we can now start parsing binary
399expressions. The basic idea of operator precedence parsing is to break
400down an expression with potentially ambiguous binary operators into
401pieces. Consider, for example, the expression "a+b+(c+d)\*e\*f+g".
402Operator precedence parsing considers this as a stream of primary
403expressions separated by binary operators. As such, it will first parse
404the leading primary expression "a", then it will see the pairs [+, b]
405[+, (c+d)] [\*, e] [\*, f] and [+, g]. Note that because parentheses are
406primary expressions, the binary expression parser doesn't need to worry
407about nested subexpressions like (c+d) at all.
408
409To start, an expression is a primary expression potentially followed by
410a sequence of [binop,primaryexpr] pairs:
411
412.. code-block:: c++
413
414    /// expression
415    ///   ::= primary binoprhs
416    ///
417    static std::unique_ptr<ExprAST> ParseExpression() {
418      auto LHS = ParsePrimary();
419      if (!LHS)
420        return nullptr;
421
422      return ParseBinOpRHS(0, std::move(LHS));
423    }
424
425``ParseBinOpRHS`` is the function that parses the sequence of pairs for
426us. It takes a precedence and a pointer to an expression for the part
427that has been parsed so far. Note that "x" is a perfectly valid
428expression: As such, "binoprhs" is allowed to be empty, in which case it
429returns the expression that is passed into it. In our example above, the
430code passes the expression for "a" into ``ParseBinOpRHS`` and the
431current token is "+".
432
433The precedence value passed into ``ParseBinOpRHS`` indicates the
434*minimal operator precedence* that the function is allowed to eat. For
435example, if the current pair stream is [+, x] and ``ParseBinOpRHS`` is
436passed in a precedence of 40, it will not consume any tokens (because
437the precedence of '+' is only 20). With this in mind, ``ParseBinOpRHS``
438starts with:
439
440.. code-block:: c++
441
442    /// binoprhs
443    ///   ::= ('+' primary)*
444    static std::unique_ptr<ExprAST> ParseBinOpRHS(int ExprPrec,
445                                                  std::unique_ptr<ExprAST> LHS) {
446      // If this is a binop, find its precedence.
447      while (1) {
448        int TokPrec = GetTokPrecedence();
449
450        // If this is a binop that binds at least as tightly as the current binop,
451        // consume it, otherwise we are done.
452        if (TokPrec < ExprPrec)
453          return LHS;
454
455This code gets the precedence of the current token and checks to see if
456if is too low. Because we defined invalid tokens to have a precedence of
457-1, this check implicitly knows that the pair-stream ends when the token
458stream runs out of binary operators. If this check succeeds, we know
459that the token is a binary operator and that it will be included in this
460expression:
461
462.. code-block:: c++
463
464        // Okay, we know this is a binop.
465        int BinOp = CurTok;
466        getNextToken();  // eat binop
467
468        // Parse the primary expression after the binary operator.
469        auto RHS = ParsePrimary();
470        if (!RHS)
471          return nullptr;
472
473As such, this code eats (and remembers) the binary operator and then
474parses the primary expression that follows. This builds up the whole
475pair, the first of which is [+, b] for the running example.
476
477Now that we parsed the left-hand side of an expression and one pair of
478the RHS sequence, we have to decide which way the expression associates.
479In particular, we could have "(a+b) binop unparsed" or "a + (b binop
480unparsed)". To determine this, we look ahead at "binop" to determine its
481precedence and compare it to BinOp's precedence (which is '+' in this
482case):
483
484.. code-block:: c++
485
486        // If BinOp binds less tightly with RHS than the operator after RHS, let
487        // the pending operator take RHS as its LHS.
488        int NextPrec = GetTokPrecedence();
489        if (TokPrec < NextPrec) {
490
491If the precedence of the binop to the right of "RHS" is lower or equal
492to the precedence of our current operator, then we know that the
493parentheses associate as "(a+b) binop ...". In our example, the current
494operator is "+" and the next operator is "+", we know that they have the
495same precedence. In this case we'll create the AST node for "a+b", and
496then continue parsing:
497
498.. code-block:: c++
499
500          ... if body omitted ...
501        }
502
503        // Merge LHS/RHS.
504        LHS = llvm::make_unique<BinaryExprAST>(BinOp, std::move(LHS),
505                                               std::move(RHS));
506      }  // loop around to the top of the while loop.
507    }
508
509In our example above, this will turn "a+b+" into "(a+b)" and execute the
510next iteration of the loop, with "+" as the current token. The code
511above will eat, remember, and parse "(c+d)" as the primary expression,
512which makes the current pair equal to [+, (c+d)]. It will then evaluate
513the 'if' conditional above with "\*" as the binop to the right of the
514primary. In this case, the precedence of "\*" is higher than the
515precedence of "+" so the if condition will be entered.
516
517The critical question left here is "how can the if condition parse the
518right hand side in full"? In particular, to build the AST correctly for
519our example, it needs to get all of "(c+d)\*e\*f" as the RHS expression
520variable. The code to do this is surprisingly simple (code from the
521above two blocks duplicated for context):
522
523.. code-block:: c++
524
525        // If BinOp binds less tightly with RHS than the operator after RHS, let
526        // the pending operator take RHS as its LHS.
527        int NextPrec = GetTokPrecedence();
528        if (TokPrec < NextPrec) {
529          RHS = ParseBinOpRHS(TokPrec+1, std::move(RHS));
530          if (!RHS)
531            return nullptr;
532        }
533        // Merge LHS/RHS.
534        LHS = llvm::make_unique<BinaryExprAST>(BinOp, std::move(LHS),
535                                               std::move(RHS));
536      }  // loop around to the top of the while loop.
537    }
538
539At this point, we know that the binary operator to the RHS of our
540primary has higher precedence than the binop we are currently parsing.
541As such, we know that any sequence of pairs whose operators are all
542higher precedence than "+" should be parsed together and returned as
543"RHS". To do this, we recursively invoke the ``ParseBinOpRHS`` function
544specifying "TokPrec+1" as the minimum precedence required for it to
545continue. In our example above, this will cause it to return the AST
546node for "(c+d)\*e\*f" as RHS, which is then set as the RHS of the '+'
547expression.
548
549Finally, on the next iteration of the while loop, the "+g" piece is
550parsed and added to the AST. With this little bit of code (14
551non-trivial lines), we correctly handle fully general binary expression
552parsing in a very elegant way. This was a whirlwind tour of this code,
553and it is somewhat subtle. I recommend running through it with a few
554tough examples to see how it works.
555
556This wraps up handling of expressions. At this point, we can point the
557parser at an arbitrary token stream and build an expression from it,
558stopping at the first token that is not part of the expression. Next up
559we need to handle function definitions, etc.
560
561Parsing the Rest
562================
563
564The next thing missing is handling of function prototypes. In
565Kaleidoscope, these are used both for 'extern' function declarations as
566well as function body definitions. The code to do this is
567straight-forward and not very interesting (once you've survived
568expressions):
569
570.. code-block:: c++
571
572    /// prototype
573    ///   ::= id '(' id* ')'
574    static std::unique_ptr<PrototypeAST> ParsePrototype() {
575      if (CurTok != tok_identifier)
576        return LogErrorP("Expected function name in prototype");
577
578      std::string FnName = IdentifierStr;
579      getNextToken();
580
581      if (CurTok != '(')
582        return LogErrorP("Expected '(' in prototype");
583
584      // Read the list of argument names.
585      std::vector<std::string> ArgNames;
586      while (getNextToken() == tok_identifier)
587        ArgNames.push_back(IdentifierStr);
588      if (CurTok != ')')
589        return LogErrorP("Expected ')' in prototype");
590
591      // success.
592      getNextToken();  // eat ')'.
593
594      return llvm::make_unique<PrototypeAST>(FnName, std::move(ArgNames));
595    }
596
597Given this, a function definition is very simple, just a prototype plus
598an expression to implement the body:
599
600.. code-block:: c++
601
602    /// definition ::= 'def' prototype expression
603    static std::unique_ptr<FunctionAST> ParseDefinition() {
604      getNextToken();  // eat def.
605      auto Proto = ParsePrototype();
606      if (!Proto) return nullptr;
607
608      if (auto E = ParseExpression())
609        return llvm::make_unique<FunctionAST>(std::move(Proto), std::move(E));
610      return nullptr;
611    }
612
613In addition, we support 'extern' to declare functions like 'sin' and
614'cos' as well as to support forward declaration of user functions. These
615'extern's are just prototypes with no body:
616
617.. code-block:: c++
618
619    /// external ::= 'extern' prototype
620    static std::unique_ptr<PrototypeAST> ParseExtern() {
621      getNextToken();  // eat extern.
622      return ParsePrototype();
623    }
624
625Finally, we'll also let the user type in arbitrary top-level expressions
626and evaluate them on the fly. We will handle this by defining anonymous
627nullary (zero argument) functions for them:
628
629.. code-block:: c++
630
631    /// toplevelexpr ::= expression
632    static std::unique_ptr<FunctionAST> ParseTopLevelExpr() {
633      if (auto E = ParseExpression()) {
634        // Make an anonymous proto.
635        auto Proto = llvm::make_unique<PrototypeAST>("", std::vector<std::string>());
636        return llvm::make_unique<FunctionAST>(std::move(Proto), std::move(E));
637      }
638      return nullptr;
639    }
640
641Now that we have all the pieces, let's build a little driver that will
642let us actually *execute* this code we've built!
643
644The Driver
645==========
646
647The driver for this simply invokes all of the parsing pieces with a
648top-level dispatch loop. There isn't much interesting here, so I'll just
649include the top-level loop. See `below <#full-code-listing>`_ for full code in the
650"Top-Level Parsing" section.
651
652.. code-block:: c++
653
654    /// top ::= definition | external | expression | ';'
655    static void MainLoop() {
656      while (1) {
657        fprintf(stderr, "ready> ");
658        switch (CurTok) {
659        case tok_eof:
660          return;
661        case ';': // ignore top-level semicolons.
662          getNextToken();
663          break;
664        case tok_def:
665          HandleDefinition();
666          break;
667        case tok_extern:
668          HandleExtern();
669          break;
670        default:
671          HandleTopLevelExpression();
672          break;
673        }
674      }
675    }
676
677The most interesting part of this is that we ignore top-level
678semicolons. Why is this, you ask? The basic reason is that if you type
679"4 + 5" at the command line, the parser doesn't know whether that is the
680end of what you will type or not. For example, on the next line you
681could type "def foo..." in which case 4+5 is the end of a top-level
682expression. Alternatively you could type "\* 6", which would continue
683the expression. Having top-level semicolons allows you to type "4+5;",
684and the parser will know you are done.
685
686Conclusions
687===========
688
689With just under 400 lines of commented code (240 lines of non-comment,
690non-blank code), we fully defined our minimal language, including a
691lexer, parser, and AST builder. With this done, the executable will
692validate Kaleidoscope code and tell us if it is grammatically invalid.
693For example, here is a sample interaction:
694
695.. code-block:: bash
696
697    $ ./a.out
698    ready> def foo(x y) x+foo(y, 4.0);
699    Parsed a function definition.
700    ready> def foo(x y) x+y y;
701    Parsed a function definition.
702    Parsed a top-level expr
703    ready> def foo(x y) x+y );
704    Parsed a function definition.
705    Error: unknown token when expecting an expression
706    ready> extern sin(a);
707    ready> Parsed an extern
708    ready> ^D
709    $
710
711There is a lot of room for extension here. You can define new AST nodes,
712extend the language in many ways, etc. In the `next
713installment <LangImpl03.html>`_, we will describe how to generate LLVM
714Intermediate Representation (IR) from the AST.
715
716Full Code Listing
717=================
718
719Here is the complete code listing for our running example. Because this
720uses the LLVM libraries, we need to link them in. To do this, we use the
721`llvm-config <http://llvm.org/cmds/llvm-config.html>`_ tool to inform
722our makefile/command line about which options to use:
723
724.. code-block:: bash
725
726    # Compile
727    clang++ -g -O3 toy.cpp `llvm-config --cxxflags`
728    # Run
729    ./a.out
730
731Here is the code:
732
733.. literalinclude:: ../../examples/Kaleidoscope/Chapter2/toy.cpp
734   :language: c++
735
736`Next: Implementing Code Generation to LLVM IR <LangImpl03.html>`_
737
738