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Chapter 2: Advanced Calculator

In the second chapter of this tutorial, we write a more advanced version of the calculator example and describe a more complete set of features of RustLr including:

The grammar for the more advanced calculator is as follows:

!use crate::exprtrees::*; /* ! lines are injected verbatim into parser */
!use crate::exprtrees::Expr::*;
!use rustlr::{LBox};

lifetime 'src_lt
absyntype Expr<'src_lt>
externtype i64
nonterminals E ES
terminals + - * / ( ) = ;
terminals let in int var
topsym ES
resync ;

left * 500
left / 500
left + 400
left - 400
nonassoc = 200

# for lexical scanner generation:
lexvalue int Num(n) Val(n)
lexvalue var Alphanum(x) Var(x)
lexattribute set_line_comment("#")

E --> int:m { m.value }
E --> var:s { s.value }
E --> E:e1 + E:e2 { Plus(e1.lbox(),parser.lbx(2,e2.value)) }
E --> E:[e1] - E:[e2] { Minus(e1,e2)}
E --> E:[e1] / E:[e2] { Divide(e1,e2) } 
E --> E:[e1] * E:[e2] { Times(e1,e2) }
E(600) --> - E:[e] { Negative(e) }
E --> ( E:e )  { e.value }
E --> let E:@Var(x)@ = E:[e] in E:[b] {Letexp(x,e,b)}
ES --> E:[n] ; { Seq(vec![n]) }
ES ==> ES:@Seq(mut v)@  E:[e] ;  {
   v.push(e);
   Seq(v)
   } <==

# ==> and <== are required for rules spanning multiple lines

EOF

Motivation

Using an LR parser generator has a non-trivial learning curve. Working with strictly unambiguous grammars can be non-intuitive. Intuitively we'd like to see something close to the BNF definition of syntax: E --> E+E | E*E | E-E, etc. Every expression E can be a subexpression of a larger one. But such grammars are ambiguous and thus not LR. The ambiguity comes from the unspecified precedence of operators + and *, and the unspecified associativity of -. Another ambiguity is illustrated by the infamous "dangling else" problem. In a grammar with

 `E --> if (E) E  |  if (E) E else E`

how should we parse if (a) if (b) c else d? To associate the else with the inner if, we must delay the reduction by the first rule in favor of the second. Eliminating such ambiguities by rewriting the grammar can be non-trivial. However, these kinds of ambiguities can also be eliminated by augmenting the ambiguous grammar with operator precedence and associativity declarations. These are evident from declarations such as left * 500. In addition to giving precedence to symbols, however, each production rule of the grammar must also be assigned a precedence. This can usually be calculated automatically by finding the symbol on the right-hand side with the highest precedence. However, there are cases when we must assign the precedence manually, as in the rule E(600) --> - E. The - symbol has higher precedence when it appears as a unary operator compared to all binary operators.

It is recommended that operator precedence and associativity declarations are used with moderation. If abused, situations can arise that would require further, awkward declarations such as declaring = to have higher precedence than [. It is best to restrict their usage only to the well-known binary operators. Chapters 3 and 4 contain examples where moderate uses of these declarations are combined with more "grammatical" approaches to disambiguate precedence and associativity.

The main purpose of a parser is to transform concrete syntax, which is usually a string, into abstract syntax, which is usually a tree. Parsing is only one of the first stages in a modern interpreter or compiler. Many important tasks such as type checking can be carried out in other stages. Errors can be syntactic - meaning that the syntax is not accepted by the grammar, or semantic, such as type incompatibilities. Usually only syntactic errors are reported by the parser. However, all error reports made by the interpreter/compiler must indicate the location in the orignal text (line and column numbers) where the error originates. This implies that the parser must insert this location information into the abstract syntax tree. All data structures designed for the abstract syntax must accommodate this information, which can become rather intrusive when coding all the match cases for the AST variants. In an object oriented programming language, this problem is easily solved by defining an abstract superclass for all AST structures. But Rust has only minimal support for OOP. It has no direct support for inheritance. Instead, rustlr implements a mechanism called LBox.

Trees are defined recursively - in Rust, this usually means using the Box smart pointer. An LBox encapsulates a Box along with a pair of u32 values indicating a line and a column number (thus taking up only 64 bits of extra space). It implements Deref and DerefMut by redirecting the dereferences to the encapsulated box. This means that an LBox can be used like a Box - except when we need to access the location information.

It is recommended (but not required) that the enums and structs making up the abstract syntax use LBox, e.g.

enum Expr { Plus(LBox<Expr>,LBox<Expr>), Times(LBox<Expr>,LBox<expr>), etc.. }

Rustlr has features that facilitate the use of LBox. For example, on the right-hand side of a production rule a labeled symbol in form E:[a] means that the semantic value associated with the symbol is automatically placed in an LBox that also includes the lexical location information, and this LBox is assigned to a. A similar mechanism for Rc, LRc, also exists, but without the same level of support.

In the following we further detail the additional features of rustlr demonstrated by this grammar and associated abstract syntax structures.

Principal Features

The grammar shown above differs from the first chapter in the following principal ways.

  1. The grammar is ambiguous. There are shift-reduce conflicts from the pure grammar that are resolved using operator precedence and associativity rules as declared by grammar directives such as left * 500. A terminal symbol that's to be used as an operator can be declared as left, right or non-associative and a positive integer defines the precedence level.
    If a production rule is not explicitly assigned a precedence, it is assigned to be the same as that of the right-hand side symbol with the highest precedence. The default precedence of all grammar symbols is zero. (Internally, the precedence is represented by the absolute value of a signed integer: positive for left-associative, negative for right-associative. The second-most significant bit is used to distinguish these from non-associative values. Zero means unassigned.)

    Rustlr resolves shift-reduce conflicts as follows:

    • A lookahead symbol with strictly higher precedence than the rule results in shift. A warning is always given if the rule has precedence zero.
    • A lookahead symbol with strictly lower precedence than the rule results in reduce. A warning is always given if the lookahead has precedence zero (undeclared precedence)
    • A lookahead symbol with the same precedence and associativity as the rule, and which is declared right-associative, will result in shift.
    • A lookahead symbol with the same precedence and associativity as the rule, and which is declared left-associative, will result in reduce.
    • In other situations the conflict is resolved in favor of shift, with a warning sent to stdout regardless of trace level. All shift-reduce conflicts are warned at trace level 2 or higher.

    Had we left out the last declaration left = 200, for example, rustlr will give multiple shift-reduce warnings, although the generated parser would be the same.

    Using this scheme, the "dangling else" problem can be solved by giving "else" a higher precedence than "if".

    Rustlr also resolves reduce-reduce conflicts by always favoring the rule that appears first in the grammar, although a warning is always sent to stdout regardless of trace level.

  2. The language that the grammar defines includes expressions of the form let x = 1 in (let x = 10 in x*x) + x, which should evaluate to 101. The lexical analyzer and parser must recognize alphanumeric symbols such as x as variables. Since version 0.2.0, rustlr no longer requires owned strings to represent such constructs: the new Tokenizer trait and TerminalToken type allow the construction of zero-copy lexers. The lifetime declaration in the grammar allows the use of constructs with non-static references ('src_lt str) in abstract syntax representations. Currently, only a single lifetime declaration is allowed: this is usually referring to the lifetime of the input. If it becomes clear that more than one lifetime might be needed, rustlr will be updated accordingly. Evaluating let-expressions also illustrate the separation of syntactic from semantic analysis: checking the scopes of variables introduced by let happens after the parsing stage.

  3. The grammar's abstract syntax is defined in a separate module, exprtrees.rs. The abstract syntax tree type ('absyntype') 'Expr' of this module uses LBox, as explained above. LBox implements deref coercion on the boxed value, but also carries the lexical position information when they're needed. The StackedItem::lbox, ZCParser.lb and the ZCParser.lbx functions can be invoked from within the semantic actions to automatically transfer the parser's lexical information while creating an LBox. However, the easiest way to use LBox, in most situation, is to label a grammar symbol as in E:[a]: this means that in the semantic action of the rule a will be bound to an LBox enclosing the semantic value associated with the grammar symbol. It is recommended that LBox (or LRc) be used instead of Box (Rc) when defining the recursive enums and structs that typically form the abstract syntax representation. This allows accurate error reporting after the parse tree is built, as in the division-by-zero example shown below.

  4. The language allows a sequence of arithmetic expressions to be evaluated in turn by separating them with semicolons, such as in 2+3; 4-1;. The semicolon also allows us to define a simple error-recovery point: resync ; indicates that when a parser error is encountered, the parser will skip past the next semicolon, then look down its parse stack for a state with which it can continue parsing. In otherwords, failure to parse one expression does not mean it will not try to parse the next ones. Rustlr does implement other error-recovery techniques, which are explored in a later chapter.

  5. The labels attached to grammar symbols on the right-hand side of grammar productions can be more than a simple variable or irrefutable pattern (as demonstrated in the first calculator). It can also be a pattern enclosed in @...@. Rustlr generates an if-let expression that attempts to bind the pattern to what's popped from the parse stack. The value is moved to a mut variable before being deconstructed by the pattern. In general, the label associated with a right-hand side grammar symbol can be of the following forms (two were used in the first grammar):

    1. E:a + E:b: this is found in the first grammar, each symbol 'a', 'b' is a mutable Rust variable that's assigned to the StackedItem popped from the parse stack, which includes .value, .line and .column.

    2. E:(a,b): The label can also be a simple, irrefutable pattern enclosed in parentheses, which are required even if the pattern is a single variable. Furthermore, (currently) no whitespaces are allowed in the pattern. The pattern is bound directly to the .value of the StackedItem popped from the stack. One can recover the line/column information in several ways: it is recommended to use LBox using the ZCParser::lbx or the StackedItem::lbox functions, or a labeled pattern such as E:[a]. The StackedItem::lbox function transforms a StackedItem into an LBox. The ZCParser::lbx function takes an index and an expression and produces an LBox. The index indicates the position, starting from zero, of the grammar symbol on the right-hand side of the production that the value is associated with. For example, the rule for E --> E + E can also be written as

      E --> E:(a) + E:(b) { Plus(parser.lbx(0,a), parser.lbx(2,b)) }

    3. E:[a]: If an alphanumeric label is enclosed in square brackets, then the StackedItem is automatically converted into an LBox encapsulating the value and the lexical position. This form is most convenient in the majority of cases if the abstract syntax uses LBox in its recursive definitions. The labels are already LBoxes:

      E --> E:[a] + E:[b] { Plus(a,b) }

    4. E:@Seq(mut v)@: as seen in this grammar. This pattern is if-let bound to the .value popped from the stack as a mutable variable (the .value is moved to the pattern). The specified semantic action is injected into the body of if-let. A parser error report is generated if the pattern fails to match, in which case the default value of the abstract syntax type is returned. To be precise, the semantic action function generated for the last rule of the grammar is

      |parser|{ let mut _item2_ = parser.popstack();
         let mut e = parser.popstack(); let mut _item0_ = parser.popstack(); 
         if let (Seq(mut v),)=(_item0_.value,) { 
           v.push(e.lbox());
           Seq(v)
          }  else {parser.bad_pattern("(Seq(mut v),)")} }
      

      Rustlr generates a variable of the form _item{n}_ to hold the value of the StackedItem, if no direct label is specified. Notice that _item0_.value is moved into the pattern so generally it cannot be referenced again.

    5. E:es@Seq(v)@ The pattern can be named. 'es' will be a mut variable assigned to the StackedItem popped from the stack and an if-let is generated that attempts to match the pattern to &mut es. The named label can also be in the form [es], which will transform the StakedItem into an LBox assigned to es: in this case, the pattern is bound to &mut *es.

    For example, the last production rule of this grammar is equivalent to:

    ES --> ES:es@Seq(v)@  E:e ;  {
       v.push(parser.lbx(1,e.value));
       es.value
    }   
    

    In contrast to a non-named pattern, the value is not moved into the pattern, which means we can still refer to it as es.value. The call to parser.lbx requires an index, starting from 0, of the grammar symbol on the right-hand side of the production along with a value and forms an LBox with starting line/column information. In this case, it is equivalent to v.push(e.lbox()): the .lbox function converts the StackedItem to an LBox. But calling .lbox is only possible because this form of pattern does not move the .value out of the StackedItem.

The Abstract Syntax Type Expr

To see how LBox can be used after the parsing stage, let's take a close look at the definition of the abstract syntax type:

pub enum Expr<'t>
{
   Var(&'t str),
   Val(i64),
   Plus(LBox<Expr<'t>>,LBox<Expr<'t>>),  // LBox replaces Box for recursive defs
   Times(LBox<Expr<'t>>,LBox<Expr<'t>>),
   Divide(LBox<Expr<'t>>,LBox<Expr<'t>>),
   Minus(LBox<Expr<'t>>,LBox<Expr<'t>>),
   Negative(LBox<Expr<'t>>),
   Letexp(&'t str,LBox<Expr<'t>>,LBox<Expr<'t>>), // let x=Expr in Expr
   Seq(Vec<LBox<Expr<'t>>>),
   Nothing,
} 

The variant Nothing allows us to define a default, which is required for any 'absyntype' of the grammar:

impl Default for Expr<'_>  {
  fn default() -> Self { Nothing }
}//impl Default

Unlike in the first example, here evaluation is defined after the parsing stage, when the abstract syntax tree is available as a complete structure. 'Let'-expressions, which introduce variables to the language, can only be evaluated given a set of bindings for the variables. This "environment" structure is defined below:

pub enum Env<'t> {
  Nil,
  Cons(&'t str, i64, Rc<Env<'t>>)
}
fn push<'t>(var:&'t str, val:i64, env:&Rc<Env<'t>>) -> Rc<Env<'t>>
{ Rc::new(Cons(var,val,Rc::clone(env))) }
fn lookup<'t>(x:&'t str, env:&Rc<Env<'t>>) -> Option<i64>  {
    let mut current = env;
    while let Cons(y,v,e) = &**current {
      if &x==y {return Some(*v);}
      else {current = e;}
    }
    return None;
}//lookup

Since this tutorial is about the parser generation stage and not so much about later stages of interpretation/compilation, I will not go into too much detail as to how such a data structure is needed. It defines a non-mutable linked list, with a constructive cons, that we use to emulate lexical scoping. The Env enum also allows lists to share components (different 'car', same 'cdr'). The lookup function looks up the value bound to a variable in an enviornment.

The evaluation function is given below. Sequences of expressions (under the Seq variant) are evaluated one after the other with their results printed, and the value of the last expression of the sequence is returned. Note that LBox is used in the same way as a Box in most of the cases except for Division. Here we access the line and column numbers enclosed inside the LBox to print an error message when division-by-zero is detected.

pub fn eval<'t>(env:&Rc<Env<'t>>, exp:&Expr<'t>) -> Option<i64>  {
   match exp {
     Var(x) => {
       if let Some(v) = lookup(x,env) {Some(v)}
       else { eprint!("UNBOUND VARIABLE {} ... ",x);  None}
     },
     Val(x) => Some(*x),
     Plus(x,y) => eval(env,x).map(|a|{eval(env,y).map(|b|{a+b})}).flatten(),
     Times(x,y) => eval(env,x).map(|a|{eval(env,y).map(|b|{a*b})}).flatten(),
     Minus(x,y) => eval(env,x).map(|a|{eval(env,y).map(|b|{a-b})}).flatten(),
     Negative(x) => eval(env,x).map(|a|{-1*a}), //no need for bind here    
     Divide(x,y) => {
       eval(env,y)
       .map(|yval|{if yval==0 {
          eprint!("Division by zero (expression starting at column {}) on line {} of {:?} at column {} ... ",y.column(),y.line(),x,x.column());
	  None
         } else {eval(env,x).map(|xval|{Some(xval/yval)})}
       })
       .flatten().flatten()
     },
     Letexp(x,e,b) => {
       eval(env,e).map(|ve|{
         let newenv = push(x,ve,env);
         eval(&newenv,b) }).flatten()
     }
     Seq(V) => {
       let mut ev = None;
       for x in V
       {
         ev = eval(env,x);
         if let Some(val) = ev {
	   println!("result for line {}: {} ;",x.line(),&val);
         } else { eprintln!("Error evaluating line {};",x.line()); }
       }//for
       ev
     },
     Nothing => None,
   }//match
}//eval

For those not familiar with the monadic functors (map and flatten), the clause for Plus, for example, is equivalent to

if let Some(a)=eval(env,x) { if let Some(b)= eval(env,y) {Some(a+b)} else {None} } else {None}.


Lexical scanner and main

The directives lexvalue, lexname and lexattribute are used to configure an automatically generated lexical tokenizer. 'lexvalue' should be used for all terminal symbols that carry (non-default) semantic values, such as numerical constants and string literals. The two lexvalue directives state that "int" terminal symbols (TerminalTokens) are created from RawToken::Num(n) and carray semantic values Val(n), while "var" terminals carry values Var(x) and are formed from RawToken::Alphanum(x). The generated lexer will distinguish alphanumeric tokens that correspond to other declared terminal symbols of the grammar such as "let". All other "Alphanums" will be parsed as "var".

The RawToken enum defines n to be an i64 and x to be a &str. Generally speaking, for each value-carrying terminal symbol of the grammar, write a similar lexvalue declaration by identifying the type of RawToken that it corresponds to and how to construct the semantic value from the token.

Please note that whitespaces are only allowed in the specification of the semantic value (in the future we may rewrite rustlr inside rustlr, but this is not a priority as the hand-coded grammar parser suffices for most cases if used a little carefully).

Since no reserved symbols such as "|" or "{" are used in this language, the lexname directive is not used. These reserved symbols cannot be used as terminal symbols. One must choose names such as VBAR and write lexname VBAR | to define the correspondence between the grammar symbol and its textual form.

The lexattribute directive can be used to set any attribute on the lexer to be generated. Consult the docs for StrTokenizer. The following samples are valid lexattribute declarations

 lexattribute keep_newline = true
 lexattribute keep_comment = true
 lexattribute keep_whitespace = true
 lexattribute set_multiline_comments("/* */")
 lexattribute set_line_comment("")

Setting the line_comment or multiline_comments to the empty string will mean that such comments are not recognized. The keep_flags are all false be default. StrTokenizer recognizes C-style comments by default.

The presence of these directives automatically enables the -genlex option. The lexer created is called calc4lexer and is found in with the generated parser. Use the calc4lexer::from_str and calc4lexer::from_source functions to create instances of this zero-copy lexical scanner (consult main.rs for example).

Generate the parser with

rustlr calc4.grammar -trace 3 > calculator.states

This creates a file calc4parser.rs, although each time it's generated the state numbers may be different: the -trace 3 option prints these states to stdout. Create a cargo crate with the following dependency in Cargo.toml:

rustlr = "0.3"

copy the main.rs, exprtrees.rs and the generated calc4parser.rs files into src/. The supplied main parses and evaluates the following input:

-5-(4-2)*5;
#3(1+2);   # syntax (parsing) error
#5%2;   # syntax error (% is not defined by grammar)
5-7- -9 ; 
4*3-9; 
2+1/(2-1-1);  # division by 0 (semantic) error
let x = 10 in 2+x;
let x = 1 in (x+ (let x=10 in x+x) + x);
(let x = 2 in x+x) + x;  # unbound variable (semantic) error
(let x = 4 in x/2) + (let x=10 in x*(let y=100 in y/x));

cargo run produces the following output:

Expression tree from parse: Seq([Minus(Negative(Val(5)), Times(Minus(Val(4), Val(2)), Val
(5))), Minus(Minus(Val(5), Val(7)), Negative(Val(9))), Minus(Times(Val(4), Val(3)), Val(9
)), Plus(Val(2), Divide(Val(1), Minus(Minus(Val(2), Val(1)), Val(1)))), Letexp("x", Val(1
0), Plus(Val(2), Var("x"))), Letexp("x", Val(1), Plus(Plus(Var("x"), Letexp("x", Val(10),
 Plus(Var("x"), Var("x")))), Var("x"))), Plus(Letexp("x", Val(2), Plus(Var("x"), Var("x")
)), Var("x")), Plus(Letexp("x", Val(4), Divide(Var("x"), Val(2))), Letexp("x", Val(10), T
imes(Var("x"), Letexp("y", Val(100), Divide(Var("y"), Var("x"))))))])
---------------------------------------

result for line 1: -15 ;
result for line 4: 7 ;
result for line 5: 3 ;
Division by zero (expression starting at column 5) on line 6 of Val(1) at column 3 ... Error evaluating line 6;
result for line 7: 12 ;
result for line 8: 22 ;
UNBOUND VARIABLE x ... Error evaluating line 9;
result for line 10: 102 ;
Final result after evaluation: Some(102)

This chapter is followed by an addendum, which contains a larger example with further illustration of the techniques explained here.


Training The Parser For Better Error Reporting

It is recommended that, when a parser is generated, the -trace 3 option is given, which will print all the LR states that are created. This may be helpful when training the parser. Each time the parser is regenerated the states may have different numbers identifying them, even if the grammar is unchanged.

With a newly generated parser, when a parser error is encountered, the line and column numbers are printed and an "unexpected symbol" error message is given. To print more helpful error messages, the parser can be trained interactively. Interactive training also produces a script for future, automatic retraining when a new parser is generated.

Modify main.rs by uncommenting lines 2 and 3 in the input:

3(1+2)   # syntax (parsing) error
5%2;   # syntax error

Note that the supplied main already calls parse_train(&mut scanner2,"calc4parser.rs"); For input with no errors, this call works the same way as parse(&mut scanner2); The parse_train function takes a path to a copy of the parser being trained (it's not recommended to change the copy that you're using this way). Cargo run will lead to the following (possible) training session, depending on user input:

PARSER ERROR: unexpected symbol ( on line 2, column 2 ..

>>>TRAINER: if this message is not adequate (for state 1), enter a replacement (default n
o change): missing an operator symbol such as *
>>>TRAINER: should this message be given for all unexpected symbols in the current state?
 (default yes) no
PARSER ERROR: unexpected symbol % on line 3, column 2 ..

>>>TRAINER: if this message is not adequate (for state 1), enter a replacement (default n
o change): this symbol is not recognized as a valid operator in this language
Expression tree from parse: Seq([Minus(Negative(Val(5)), Times(Minus(Val(4), Val(2)), Val
(5))), Minus(Minus(Val(5), Val(7)), Negative(Val(9))), Minus(Times(Val(4), Val(3)), Val(9
)), Plus(Val(2), Divide(Val(1), Minus(Minus(Val(2), Val(1)), Val(1)))), Letexp("x", Val(1
0), Plus(Val(2), Var("x"))), Letexp("x", Val(1), Plus(Plus(Var("x"), Letexp("x", Val(10),
 Plus(Var("x"), Var("x")))), Var("x"))), Plus(Letexp("x", Val(2), Plus(Var("x"), Var("x")
)), Var("x")), Plus(Letexp("x", Val(4), Divide(Var("x"), Val(2))), Letexp("x", Val(10), T
imes(Var("x"), Letexp("y", Val(100), Divide(Var("y"), Var("x"))))))])
---------------------------------------

result for line 1: -15 ;
result for line 4: 7 ;
result for line 5: 3 ;
Division by zero (expression starting at column 5) on line 6 of Val(1) at column 3 ... Er
ror evaluating line 6;
result for line 7: 12 ;
result for line 8: 22 ;
UNBOUND VARIABLE x ... Error evaluating line 9;
result for line 10: 102 ;
Parser error, best effort after recovery: Some(102)

Notice that error recovery was effective and the parser still produced a usable parse tree: however, the parser's error_occurred flag will be set. It is under consideration as to whether future editions of Rustlr will also allow the error-recovery strategy to be trainable in the same way. For now, only a fixed number of strategies are available. In the opinion of the author, the resync technique is the simplest and most effective.

If the augmented parser is used on the same input, it will display the trained message in addition to "unexpected symbol..."

You can see how training augments the LR state transition table by examining the load_extras function at the end of the generated parser:

fn load_extras(parser:&mut RuntimeParser<Expr,Expr>)
{
  parser.RSM[1].insert("(",Stateaction::Error("missing an operator symbol such as *"));
  parser.RSM[1].insert("ANY_ERROR",Stateaction::Error("this symbol is not recognized as a
 valid operator in this language"));
}//end of load_extras: don't change this line as it affects augmentation

When the "unexpected symbol" is recognized as a declared symbol of the grammar, the trainer will be given the option of entering the error message for either just that symbol, or all unexpected symbols in the same state. If the latter is chosen then an entry is created for the reserved ANY_ERROR symbol. If the unexpected symbol is not recognized as a terminal symbol of the grammar, an ANY_ERROR entry is always created. You can see the contents of "state 1" if you created it with the -trace 3 option. You will of course have to understand the LR parsing algorithm to make use of the information.

When the modified parser runs and encounters another unexpected symbol in the same state, it will first see if there is an entry for that symbol; if none exists, it will look for an ANY_ERROR entry for a message to display. Thus the two entries do not conflict with eachother.

The interactive session also generated a script file, which would be called "calc4parser.rs_script.txt", with the following contents:

# Rustlr training script for calc4parser.rs

2       2       ( ::: missing an operator symbol such as *
3       2       ANY_ERROR ::: this symbol is not recognized as an operator in this language

This script can be used to retrain a newly genenerated parser (with different state numbers) with the train_from_script function provided the same input from the original training. The line and column numbers of where the errors are expected are recorded in the script. Please note that training from script has not yet been tested on a large scale.