ANTLR 4 with Python 2 Detailed Example
ANTLR 4 with Python 2 Detailed Example
ANTLR 4 introduced a handy listener-based API, but sometimes it's better not to use it.
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In a previous post I showed a very simple example using ANTLR 4 with Python 2. While this example gave the basic framework necessary, it didn't delve very deeply into ANTLR's API. In this article, I'll give a little more detail.
To get started, we need grammar that is more complex than the basic "Hello, world!" grammar. There are a large number of examples for ANTLR 4 grammar on GitHub. I started with arithmetic grammar and simplified it (removing exponents and scientific notation).
The most interesting part of the grammar is this:
expression : multiplyingExpression ((PLUS | MINUS) multiplyingExpression)* ; multiplyingExpression : number ((TIMES | DIV) number)* ; number : MINUS? DIGIT + ;
Our top-level construct is an expression. It consists of multiplying expressions separated by either a plus or a minus. Similarly, a multiplying expression consists of numbers separated by a times or division sign.
There are a couple smart points in the way this grammar is assembled. First, note that a number by itself is a valid multiplying expression, and therefore a single number is a valid expression. Second, by breaking the plus/minus and times/div into separate tokens, it makes it much easier to handle order of operations (since they will be in different levels of the tree).
As before, we run ANTLR on the grammar to generate code. In the previous example I showed using the downloaded JAR directly. If using a package manager where
antlr4ends up on the path, the command is:
$ antlr4 -Dlanguage=Python2 arithmetic.g4
This generates a lexer, parser, and a base class for a listener.
I'll give the main body of the code first. It starts in a similar way to the previous example:
def main(): lexer = arithmeticLexer(antlr4.StdinStream()) stream = antlr4.CommonTokenStream(lexer) parser = arithmeticParser(stream) tree = parser.expression() handleExpression(tree) if __name__ == '__main__': main()
We start by reading from standard in and passing that through the lexer, then the parser. This builds a tree of the parsed input.
At this point, we head in a different direction from the previous example. Rather than creating a walker to walk the tree, providing a listener class, we instead just pass the tree to a method that walks the tree directly.
Listener Class Challenges
The purpose of a listener class is to turn the tree into a series of stream-like events to make processing easier. However, in this case we run into a problem. We have listener methods available for expressions, multiplying expressions, and numbers, because these are defined in terms of other tokens. But we don't have a method available for "terminal" nodes such as our operators ("+", "-", "*", "/"). We only find out about these by inspecting the context of parent objects (expression and multiplying expression).
Also, because we are using infix notation, at the time we see the operator, we don't have all of the information that we're going to need to use that operator. In fact, because expressions can be arbitrarily long, we couldn't look ahead to get the information we need, even if there was a convenient way to do that with ANTLR.
Fortunately, the ANTLR API provides us with the means to iterate over the children of a node. So we don't have to wait for stream events to fire; instead, we can walk through the children in order.
Here's the resulting implementation. I'm not yet convinced that this is the best solution, but it does work and it is reasonably compact.
First, we need an entry method that handles the top-level expression:
def handleExpression(expr): adding = True value = 0 for child in expr.getChildren(): if isinstance(child, antlr4.tree.Tree.TerminalNode): adding = child.getText() == "+" else: multValue = handleMultiply(child) if adding: value += multValue else: value -= multValue print "Parsed expression %s has value %s" % (expr.getText(), value)
We iterate over the children; where we find a multiplying expression, we evaluate it. Where we find an operator, we use it to set a flag indicating the next operation to perform.
Multiplying expressions are handled in a similar way:
def handleMultiply(expr): multiplying = True value = 1 for child in expr.getChildren(): if isinstance(child, antlr4.tree.Tree.TerminalNode): multiplying = child.getText() == "*" else: if multiplying: value *= int(child.getText()) else: value /= int(child.getText()) return value
Note that we set the initial value to 1, so if we see an expression with a single number we will handle it correctly. Also, to handle numbers we just get the text form, which contains all the digits, and turn it into an integer. (The ANTLR tree contains each digit individually but this is easier.)
Of course it feels a little clunky to use
isinstance in this implementation, and a little clunky to store state related to the "last seen" operator, but the alternatives seemed even clunkier. For example, the expression contains a
PLUS() method, but this method is just a list of all of the "+" symbols in the expression.
One nice thing about this implementation is that it's safer than it might initially look. ANTLR catches errors in parsing the input string, so any characters that don't fit our grammar result in an error before our parsing code is invoked. (The example code doesn't yet handle those errors, but at least they are caught.) This means that it's safe to assume that any number we find can be converted to an integer, and that if there is an operator in a multiplying expression, it's either "*" or "/" because those are the only ones that are valid.
With this implementation in place, we have a somewhat functional calculator similar to the UNIX command
$ echo "3 * 3 - 2 + 2 * 2" | python arithmetic.py Parsed expression 3*3-2+2*2 has value 11
Even though we're still in the realm of a simple example with ANTLR, we've already gotten into some deeper waters with how we had to handle the parsed input. If we were to add back in some of the extra operators, notations, and parenthetical expressions, we might have to consider refactoring to avoid additional duplication of code.
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