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How to parse code (in Python)?

I need to parse some special data structures. They are in some somewhat-like-C format that looks roughly like this:

Group("GroupName") {
    /* C-Style comment */
    Group("AnotherGroupName") {
        Entry("some","variables",0,3.141);
        Entry("other","variables",1,2.718);
    }
    Entry("linebreaks",
          "allowed",
          3,
          1.414
         );
}

I can think of several ways to go about this. I could 'tokenize' the code using regular expressions. I could read the code one character at a time and use a state machine to construct my data structure. I could get rid of comma-linebreaks and read the thing line by line. I could write some conversion script that converts this code to executable Python code.

Is there a nice pythonic way to parse files like this?
How would you go about parsing it?

This is more a general question about how to parse strings and not so much about this particular file format.

like image 662
bastibe Avatar asked Mar 07 '11 08:03

bastibe


2 Answers

Using pyparsing (Mark Tolonen, I was just about to click "Submit Post" when your post came thru), this is pretty straightforward - see comments embedded in the code below:

data = """Group("GroupName") { 
    /* C-Style comment */ 
    Group("AnotherGroupName") { 
        Entry("some","variables",0,3.141); 
        Entry("other","variables",1,2.718); 
    } 
    Entry("linebreaks", 
          "allowed", 
          3, 
          1.414 
         ); 
} """

from pyparsing import *

# define basic punctuation and data types
LBRACE,RBRACE,LPAREN,RPAREN,SEMI = map(Suppress,"{}();")
GROUP = Keyword("Group")
ENTRY = Keyword("Entry")

# use parse actions to do parse-time conversion of values
real = Regex(r"[+-]?\d+\.\d*").setParseAction(lambda t:float(t[0]))
integer = Regex(r"[+-]?\d+").setParseAction(lambda t:int(t[0]))

# parses a string enclosed in quotes, but strips off the quotes at parse time
string = QuotedString('"')

# define structure expressions
value = string | real | integer
entry = Group(ENTRY + LPAREN + Group(Optional(delimitedList(value)))) + RPAREN + SEMI

# since Groups can contain Groups, need to use a Forward to define recursive expression
group = Forward()
group << Group(GROUP + LPAREN + string("name") + RPAREN + 
            LBRACE + Group(ZeroOrMore(group | entry))("body") + RBRACE)

# ignore C style comments wherever they occur
group.ignore(cStyleComment)

# parse the sample text
result = group.parseString(data)

# print out the tokens as a nice indented list using pprint
from pprint import pprint
pprint(result.asList())

Prints

[['Group',
  'GroupName',
  [['Group',
    'AnotherGroupName',
    [['Entry', ['some', 'variables', 0, 3.141]],
     ['Entry', ['other', 'variables', 1, 2.718]]]],
   ['Entry', ['linebreaks', 'allowed', 3, 1.4139999999999999]]]]]

(Unfortunately, there may be some confusion since pyparsing defines a "Group" class, for imparting structure to the parsed tokens - note how the value lists in an Entry get grouped because the list expression is enclosed within a pyparsing Group.)

like image 68
PaulMcG Avatar answered Sep 26 '22 10:09

PaulMcG


Check out pyparsing. It has lots of parsing examples.

like image 24
Mark Tolonen Avatar answered Sep 22 '22 10:09

Mark Tolonen