Whittle is a LALR(1) parser. It's very small, easy to understand, and what's most important, it's 100% ruby. You write parsers by specifying sequences of allowable rules (which refer to other rules, or even to themselves). For each rule in your grammar, you provide a block that is invoked when the grammar is recognized.
TL;DR (Skip to 'Summary & FAQ')
If you're not familiar with parsing, you should find Whittle to be a very friendly little parser.
It is related, somewhat, to yacc and bison, which belong to the class of parsers known as LALR(1): Left-Right, using 1 Lookahead token. This class of parsers is both easy to work with and particularly powerful (ruby itself is parsed using a LALR(1) parser). Since the algorithm is based around a theory that never has to backtrack (that is, each token read takes the parse forward, with just a single lookup in a parse table), parse time is also fast. Parse time is governed by the size of the input, not by the size of the grammar.
Whittle provides meaningful error reporting (line number, expected tokens, received token) and even lets you hook into the error handling logic if you need to write some sort of crazy madman-forgiving parser.
If you've had issues with other parsers hitting "stack level too deep" errors, you should find that Whittle does not suffer from the same issues, since it uses a state-switching algorithm (a pushdown automaton to be precise), rather than simply having one parse function call another and so on. Whittle also supports the following concepts:
- Left/right recursion
- Left/right associativity
- Operator precedences
- Skipping of silent tokens in the input (e.g. whitespace/comments)
Via rubygems:
gem install whittle
Or in your Gemfile, if you're using bundler:
gem 'whittle'
Parsers using Whittle do not generate ruby code from a grammar file. This may strike users of other LALR(1) parsers as odd, but c'mon, we're using Ruby, right?
I'll avoid discussing the algorithm until we get into the really advanced stuff, but you will need to understand a few fundamental ideas before we begin.
- There are two types of rule that make up a complete parser: terminal, and nonterminal - A terminal rule is quite simply a chunk of the input string, like '42', or 'function' - A nonterminal rule is a rule that makes reference to other rules (both terminal and nonterminal)
- The input to be parsed always conforms to just one rule at the topmost level. This is known as the "start rule" and describes the structure of the program as a whole.
The easiest way to understand how the parser works is just to learn by example, so let's see an example.
require 'whittle'
class Mathematician < Whittle::Parser
rule("+")
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r[:int, "+", :int].as { |a, _, b| a + b }
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("1+2")
# => 3
Let's break this down a bit. As you can see, the whole thing is really just rule
used in
different ways. We also have to set the start rule that we can use to describe an entire
program, which in this case is the :expr
rule that can add two numbers together.
There are two terminal rules ("+"
and :int
) and one nonterminal (:expr
) in the above
grammar. Each rule can have a block attached to it. The block is invoked with the result
evaluating each of its inputs via their own blocks (in a depth-first manner). The default
action if no block is given, is to return whatever the leftmost input to the rule happens to
be. We use #as
to provide an action that actually does something meaningful with the
inputs.
We can optionally use the Hash notation to map a name with a pattern (or a fixed string) when
we declare terminal rules too, as we have done with the :int
rule above.
As the input string is parsed, it must match the start rule :expr
.
Let's step through the parse for the above input "1+2".
- When the parser starts, it looks at the start rule
:expr
and decides what tokens would be valid if they were encountered. - Since
:expr
starts with:int
, the only thing that would be valid is anything matching/[0-9]+/
. - When the parser reads the "1", it recognizes it as an
:int
, evaluates its block (thus casting it to an Integer), and moves it aside (puts it on the stack, to be precise). - Now it advances through the rule for
:expr
and decides the only valid input would be a "+" - Upon reading the "+", the rule for "+" is invoked (which does nothing) and the "+" is put
on the stack, along with the
:int
we already have. - Now the parser's only valid input is another
:int
, which it gets from the "2", casting it to an Integer according to its block, and putting it on the stack. - Finally, upon having read the sequence
:int
, "+",:int
, our block attached to that particular rule is invoked to return a result by summing the 1 and the 2 to make 3. Magic!
This was a simple parse. At each point there was only one valid input. As we'll see, parses can be arbitrarily complex, without increasing the amount of work needed to process the input string.
Our mathematician class above is not much of a mathematician. It can only add numbers together. Surely subtraction, division and multiplication should be possible too?
It turns out that this is really simple to do. Just add multiple possibilities to the same rule.
require 'whittle'
class Mathematician < Whittle::Parser
rule("+")
rule("-")
rule("*")
rule("/")
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r[:int, "+", :int].as { |a, _, b| a + b }
r[:int, "-", :int].as { |a, _, b| a - b }
r[:int, "*", :int].as { |a, _, b| a * b }
r[:int, "/", :int].as { |a, _, b| a / b }
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("1+2")
# => 3
mathematician.parse("1-2")
# => -1
mathematician.parse("2*3")
# => 6
mathematician.parse("4/2")
# => 2
Now you're probably beginning to see how matching just one rule for the entire input is not a problem. To think about a more real world example, you can describe most programming languages as a series of statements and constructs.
But our mathematician is still not very bright. It can only work with two operands. What about more complex expressions?
require 'whittle'
class Mathematician < Whittle::Parser
rule("+")
rule("-")
rule("*")
rule("/")
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:expr, "*", :expr].as { |a, _, b| a * b }
r[:expr, "/", :expr].as { |a, _, b| a / b }
r[:int]
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("1+5-2")
# => 4
Adding a rule of just :int
to the :expr
rule means that any integer is also a valid :expr
.
It is now possible to say that any :expr
can be added to, multiplied by, divided by or
subtracted from another :expr
. It is this ability to self-reference that makes LALR(1)
parsers so powerful and easy to use. Note that because the result each input to any given rule
is computed before being passed as arguments to the block, each :expr
in the calculations
above will always be a number, since each :expr
returns a number. The recursion in these rules
is practically limitless. You can write "1+2-3*4+775/3" and it's still an :expr
.
If we poke around for more than a few seconds, we'll soon realize that our mathematician makes some silly mistakes. Let's see what happens when we do the following:
mathematician.parse("6-3-1")
# => 4
Oops. That's not correct. Shouldn't the answer be 2?
Our grammar is ambiguous. The input string could be interpreted as either:
6-(3-1)
Or as:
(6-3)-1
Basic arithmetic takes the latter approach, but the parser's default approach is to go the other way. We refer to these two alternatives as being left associative (the second example) and right associative (the first example). By default, operators are right associative, which means as much input will be read as possible before beginning to compute a result.
We can correct this by tagging our operators as left associative.
require 'whittle'
class Mathematician < Whittle::Parser
rule("+") % :left
rule("-") % :left
rule("*") % :left
rule("/") % :left
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:expr, "*", :expr].as { |a, _, b| a * b }
r[:expr, "/", :expr].as { |a, _, b| a / b }
r[:int]
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("6-3-1")
# => 2
Attaching a percent sign followed by either :left
or :right
changes the associativity of a
terminal rule. We now get the correct result.
Basic arithmetic is easy peasy, right? Well, despite fixing the associativity, we find we still have a problem:
mathematician.parse("1+2*3")
# => 9
Hmm. The expression has been interpreted as (1+2)*3. It turns out arithmetic is not as simple as one might think ;) The parser does not (yet) know that the multiplication operator has a higher precedence than the addition operator. We need to indicate this in the grammar.
require 'whittle'
class Mathematician < Whittle::Parser
rule("+") % :left ^ 1
rule("-") % :left ^ 1
rule("*") % :left ^ 2
rule("/") % :left ^ 2
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:expr, "*", :expr].as { |a, _, b| a * b }
r[:expr, "/", :expr].as { |a, _, b| a / b }
r[:int]
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("1+2*3")
# => 7
That's better. We can attach a precedence level to a rule by following it with the caret ^
,
followed by an integer value. The higher the value, the higher the precedence. Note that "+"
and "-" both have the same precedence, since "1+(2-3)" and "(1+2)-3" are logically equivalent.
The same applies to "*" and "/", but these both usually have a higher precedence than "+" and
"-".
Sometimes we really do want "1+2*3" to mean "(1+2)*3", so we should really support this in our mathematician class. Fortunately adjusting the syntax rules in Whittle is a painless exercise.
require 'whittle'
class Mathematician < Whittle::Parser
rule("+") % :left ^ 1
rule("-") % :left ^ 1
rule("*") % :left ^ 2
rule("/") % :left ^ 2
rule("(")
rule(")")
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r["(", :expr, ")"].as { |_, exp, _| exp }
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:expr, "*", :expr].as { |a, _, b| a * b }
r[:expr, "/", :expr].as { |a, _, b| a / b }
r[:int]
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("(1+2)*3")
# => 9
All we had to do was add the new terminal rules for "(" and ")" then specify that the value of
an expression enclosed in parentheses is simply the value of the expression itself. We could
just as easily pick some other characters to surround the grouping (maybe "1+2*3"), but then
people would think we were silly (arguably, we would be a bit silly if we gave the expression a
curly moustache like that!).
Most languages contain tokens that are ignored when interpreting the input, such as whitespace
and comments. Accounting for the possibility of these in all rules would be both wasteful and
tiresome. Instead, we skip them entirely, by declaring a terminal rule with #skip!
.
require 'whittle'
class Mathematician < Whittle::Parser
rule(:wsp => /\s+/).skip!
rule("+") % :left ^ 1
rule("-") % :left ^ 1
rule("*") % :left ^ 2
rule("/") % :left ^ 2
rule("(")
rule(")")
rule(:int => /[0-9]+/).as { |num| Integer(num) }
rule(:expr) do |r|
r["(", :expr, ")"].as { |_, exp, _| exp }
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:expr, "*", :expr].as { |a, _, b| a * b }
r[:expr, "/", :expr].as { |a, _, b| a / b }
r[:int]
end
start(:expr)
end
mathematician = Mathematician.new
mathematician.parse("( 1 + 2)*3 - 4")
# => 5
Now the whitespace can either exist between the tokens in the input or not. The parser doesn't pay attention to it, it simply discards it as the input string is read.
Sometimes you want to describe a structure, such as a list, that may have zero or more items in it. In order to do this, the empty rule comes in extremely useful. Imagine the input string:
(((())))
We can say that this is matched by any pair of parentheses inside any pair of parentheses, any number of times. But what's in the middle?
require 'whittle'
class Parser < Whittle::Parser
rule("(")
rule(")")
rule(:parens) do |r|
r[]
r["(", :parens, ")"]
end
start(:parens)
end
The above parser will happily match our input, because it is possible for the :parens
rule to
match nothing at all, which is what we hit in the middle of our nested parentheses.
This is most useful in constructs like the following:
rule(:id => /[a-z]+/)
rule(:list) do |r|
r[].as { [] }
r[:list, ",", :id].as { |list, _, id| list << id }
r[:id].as { |id| [id] }
end
The following would return the array ["a", "b", "c"]
given the input string "a, b, c", or
given the input string "" (nothing) it would return the empty array.
While this is not advised in production (requiring such a thing in production would suggest you need to re-think your grammar), during development you may wish to specify any of your smaller rules as the start rule for a parse. This is particularly useful in debugging, and in writing unit tests.
parser.parse(input_string, :rule => :something_else)
When the parser encounters an unexpected token in the input, an exception of type
Whittle::ParseError
is raised. The exception has a very clear message, indicates the line on
which the error was encountered, and additionally gives you programmatic access to the same
information.
class ListParser < Whittle::Parser
rule(:wsp => /\s+/).skip!
rule(:id => /[a-z]+/)
rule(",")
rule("-")
rule(:list) do |r|
r[:list, ",", :id].as { |list, _, id| list << id }
r[:id].as { |id| Array(id) }
end
start(:list)
end
str = <<-END
one, two, three, four, five,
six, seven, eight, nine, ten,
eleven, twelve, thirteen,
fourteen, fifteen - sixteen, seventeen
END
ListParser.new.parse(str)
# =>
# Parse error: expected "," but got "-" on line 4. (Whittle::ParseError)
#
# Exact region marked...
#
# fourteen, fifteen - sixteen, seventeen
# ... ^ ... right here
#
You can also access #line
, #expected
and #received
if you catch the exception.
It is possible to override the #error
method in the parser to do something smart if you
believe there to be easily resolved parse errors (such as switching the input token to
something else, or rewinding the parse stack to a point where the error would not manifest. I
need to write some specs on this and explore it fully myself before I document it. 99% of users
would never need to do such a thing.
There are some runnable examples included in the examples/ directory. Playing around with these would probably be a useful exercise.
If you have any examples you'd like to contribute, I will gladly add them to the repository.
These are called "terminal rules", since they don't lead anywhere beyond themselves. A word of caution here: the ordering matters. They are scanned in order from top to bottom.
rule("keyword")
# or
rule(:name => /pattern/)
You can use the Hash notation from above, with a String as the key, mapping to a Regexp.
rule("function" => /function/i)
Now in all rules that allow case-insensitive "function", just use the String "function"
.
rule(:int => /[0-9]+/).as { |str| Integer(str) }
These are called "nonterminal rules", since they require chaining to other rules.
rule(:sum) do |r|
r[:int, "+", :int].as { |a, _, b| a + b }
end
Where :int
and "+"
have been previously declared by other rules. Arguments a
and b
in the
block are the two integers. Argument _
is the "+" (which we're not using, hence the argument
name).
Call [](*args)
more than once.
rule(:expr) do |r|
r[:expr, "+", :expr].as { |a, _, b| a + b }
r[:expr, "-", :expr].as { |a, _, b| a - b }
r[:int]
end
rule(:wsp => /\s+/).skip!
rule(:comment => /#.*$/m).skip!
Define the rule for the single item, then add another rule for itself, followed by the single item.
rule(:list) do |r|
r[:list, :id].as { |list, id| list << id }
r[:id].as { |id| [id] }
end
If you want to allow zero of something, add an additional r[]
.
Just like for above, but with a comma in our recursive rule.
rule(:list) do |r|
r[:list, ",", :id].as { |list, _, id| list << id }
r[:id].as { |id| [id] }
end
This is called left association. Tag the operators with % :left
. They are tagged % :right
by default.
rule("+") % :left
Attach a precedence number to any operators that need them. The higher the number, the higher the precedence.
rule("+") ^ 1
rule("*") ^ 2
Let's say you have two types of expression, :binary_expr
(like "a + b") and :invocation_expr
(like "foo(bar)").
What you're saying is that any argument in the invocation expression should support either another invocation, or
a :binary_expr
. Likewise, you want any operand of :binary_expr
to support either another :binary_expr
or
an :invocation_expr
.
If you can explain it this simply on paper, you can explain it formally in your grammar. If :binary_expr
allows :invocation_expr
as an operand, and if :invocation_expr
allows :binary_expr
as an argument, then
what you're saying is they can be used in place of each other; thus, define a rule that represents the two of them
and use that new rule where you want to support both types of expression.
Assuming your grammar looked something like this pseudo example.
rule("+")
rule(:int => /[0-9]+/).as { |i| Integer(i) }
rule(:id => /\w+/)
rule(:binary_expr) do |r|
r[:binary_expr, "+", :binary_expr].as { |a, _, b| a + b}
r[:int]
end
rule(:args) do |r|
r[].as { [] } # empty list
r[:args, :int].as { |args, i| args << i }
r[:int].as { |i| [i] }
end
rule(:invocation_expr) do |r|
r[:id, "(", :args, ")"].as { |name, _, args, _| FuncCall.new(name, args) }
end
This grammar can parse things like "1 + 2 + 3" and "foo(1, 2, 3)", but it can't parse something like "1 + foo(2 + 3) + 4".
The goal is to replace :int
in the :args
rule and :binary_expr
in the :binary_expr
rule, with
something that represents both types of expression.
rule("+")
rule(:int => /[0-9]+/).as { |i| Integer(i) }
rule(:id => /\w+/)
rule(:expr) do |r|
r[:binary_expr]
r[:invocation_expr]
end
rule(:binary_expr) do |r|
r[:expr, "+", :expr].as { |a, _, b| a + b}
r[:int]
end
rule(:args) do |r|
r[].as { [] } # empty list
r[:args, :expr].as { |args, expr| args << expr }
r[:expr].as { |expr| [expr] }
end
rule(:invocation_expr) do |r|
r[:id, "(", :args, ")"].as { |name, _, args, _| FuncCall.new(name, args) }
end
Now we can parse the more complex expression "1 + foo(2, 3) + 4" without any issues.
In general you build an complete AST to be interpreted if you're writing a program, rather than interpret the input as it is parsed (what would happen if something had written to disk and then a parse error occurred?). That said, in simple cases it may be useful to simply interpret the input as it is read.
One of the goals of making Whittle all ruby was that I wouldn't have to tie people into any particular way of doing
something. Your blocks can call any ruby code they like, so create an object of some sort those blocks can reference
and do as you need during the parse. For example, you could add a method to the class called something like runtime
,
which is accessible from each block.
AST (abstract syntax tree) is a loose term. Early versions originally created an AST, but the format you want the AST in probably differs from the format the next developer wants it in. It's really easy to use your grammar to make one however you please:
class Parser < Whittle::Parser
rule("+")
rule(:int => /[0-9]+/).as { |int| { :int => int } }
rule(:sum) do |r|
r[:int, "+", :int].as { |a, _, b| { :sum => [a, b] } }
end
start(:sum)
end
p Parser.new.parse("1+2")
# =>
# {:sum=>[{:int=>"1"}, {:int=>"2"}]}
(There could be a side-project in this if somebody thinks a "generic AST" is useful enough).
Any issues, I will address them quickly as it is still early days, though I am pretty confident, since this is based on a scientific algorithm, issues would be relatively minor. Post them to the issue tracker:
If you have any suggestions for how I might improve the DSL in order to be more human-friendly, you can suggest those in the issue tracker too.
For any "how do I do this?" type questions, you can message me directly (via my github profile page):
Or simply post an issue.
- Provide a more powerful (state based) lexer algorithm, or at least document how users can
override
#lex
. - Allow inspection of the parse table (it is not very human friendly right now).
- Given in an input String, provide a human readble explanation of the parse.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Copright (c) Chris Corbyn, 2011